Induction of Decision Trees

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Induction of Decision Trees

Source

Machine Learning archive
Volume 1 , Issue 1 () table of contents

Pages: 81 - 106

Year of Publication: 1986

ISSN:0885-6125

Author

J. R. Quinlan

Publisher

Kluwer Academic Publishers Hingham, MA, USA

Bibliometrics

Downloads (6 Weeks): n/a, Downloads (12 Months): n/a, Citation Count: 898

Additional Information:

abstract references cited by index terms collaborative colleagues

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DOI Bookmark:	10.1023/A:1022643204877

ABSTRACT

The technology for building knowledge-based systems by inductive inference from examples has been demonstrated successfully in several practical applications. This paper summarizes an approach to synthesizing decision trees that has been used in a variety of systems, and it describes one such system, ID3, in detail. Results from recent studies show ways in which the methodology can be modified to deal with information that is noisy and/or incomplete. A reported shortcoming of the basic algorithm is discussed and two means of overcoming it are compared. The paper concludes with illustrations of current research directions.

REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

	1	Buchanan, B. G ., & Mitchell, T. M. (1978). Model-directed learning of production rules. In D. A. Waterman, F. Hayes-Roth (Eds.), Pattern directed inference systems. Academic Press.
	2	Carbonell, J. G., Michalski, R. S., & Mitchell, T. M. (1983). An overview of machine learning, In R. S. Michalski, J. G. Carbonell and T. M. Mitchell, (Eds.), Machine learning: An artificial intelligence approach . Palo Alto: Tioga Publishing Company.
	3	Catlett, J. (1985). Induction using the shafer representation (Technical report). Basser Department of Computer Science, University of Sydney, Australia.
	4	Dechter, R., & Michie, D. (1985). Structured induction of plans and programs (Technical report). IBM Scientific Center, Los Angeles, CA.
	5	Feigenbaum, E. A., & Simon, H. A. (1963). Performance of a reading task by an elementary perceiving and memorizing program, Behavioral Science, 8.
	6	Feigenbaum, E. A. (1981). Expert systems in the 1980s. In A. Bond (Ed.), State of the art report on machine intelligence. Maidenhead: Pergamon-Infotech.
	7	Garvey, T. D., Lowrance, J. D., & Fischler, M. A. (1981). An inference technique for integrating knowledge from disparate sources. Proceedings of the Seventh International Joint Conference on Artificial Intelligence. Vancouver, B. C., Canada: Morgan Kaufmann.
	8	Hart, A. E. (1985). Experience in the use of an inductive system in knowledge engineering. In M. A. Bramer (Ed.), Research and development in expert systems. Cambridge University Press.
	9	Hogg, R. V., & Craig, A. T. (1970). Introduction to mathematical statistics. London: Collier-Macmillan.
	10	Hunt, E. B. (1962). Concept learning: An information processing problem. New York: Wiley.
	11	Hunt, E. B., Marin, J., & Stone, P. J. (1966). Experiments in induction. New York: Academic Press.
	12	Kononenko, I., Bratko, I., & Roskar, E. (1984). Experiments in automatic learning of medical diagnostic rules (Technical report). Jozef Stefan Institute, Ljubljana, Yugoslavia.
	13	Langley, P., Bradshaw, G. L., & Simon, H. A. (1983). Rediscovering chemistry with the BACON system. In R. S. Michalski, J. G. Carbonell and T. M. Mitchell (Eds.), Machine learning: An artificial intelligence approach. Palo Alto: Tioga Publishing Company.
	14	Michalski, R. S (1980). Pattern recognition as rule-guided inductive inference. IEEE Transactions on Pattern Analysis and Machine Intelligence 2.
	15	Michalski, R. S., & Stepp, R. E. (1983). Learning from observation: conceptual clustering. In R. S. Michalski, J. G. Carbonell & T. M. Mitchell (Eds.), Machine learning: An artificial intelligence approach . Palo Alto: Tioga Publishing Company.
	16	Michie, D. (1982). Experiments on the mechanisation of game-learning 2 - Rule-based learning and the human window. Computer Journal 25.
	17	Michie, D. (1983). Inductive rule generation in the context of the Fifth Generation. Proceedings of the Second International Machine Learning Workshop. University of Illinois at Urbana-Champaign.
	18	Michie, D. (1985). Current developments in Artificial Intelligence and Expert Systems. In International Handbook of Information Technology and Automated Office Systems. Elsevier.
	19	Nilsson, N. J. (1965). Learning machines, New York: McGraw-Hill.
	20	O' Keefe, R. A. (1983). Concept formation from very large training sets. In Proceedings of the Eighth International Joint Conference on Artificial Intelligence. Karlsruhe, West Germany: Morgan Kaufmann.
	21	Patterson, A., & Niblett, T. (1983). ACLS user manual. Glasgow: Intelligent Terminals Ltd.
	22	Pearl, J. (1978a). Entropy, information and rational decisions (Technical report). Cognitive Systems Laboratory, University of California, Los Angeles.
	23	Pearl, J. (1978b). On the connection between the complexity and credibility of inferred models. International Journal of General Systems, 4.
	24	Quinlan, J. R. (1969). A task-independent experience gathering scheme for a problem solver. Proceedings of the First International Joint Conference on Artificial Intelligence. Washington, D.C.: Morgan Kaufmann.
	25	Quinlan, J. R. (1979). Discovering rules by induction from large collections of examples. In D. Michie (Ed.), Expert systems in the micro electronic age. Edinburgh University Press.
	26	Quinlan, J. R. (1982). Semi-autonomous acquisition of pattern-based knowledge. In J. E. Hayes, D. Michie & Y-H. Pao (Eds.), Machine intelligence 10. Chichester: Ellis Horwood.
	27	Quinlan, J. R. (1983a). Learning efficient classification procedures and their application to chess endgames. In R. S. Michalski, J. G. Carbonell & T. M. Mitchell, (Eds.), Machine learning: An artificial intelligence approach. Palo Alto: Tioga Publishing Company.
	28	Quinlan, J. R. (1983b). Learning from noisy data, Proceedings of the Second International Machine Learning Workshop. University of Illinois at Urbana-Champaign.
	29	Quinlan, J. R. (1985a). The effect of noise on concept learning. In R. S. Michalski, J. G. Carbonell & T. M. Mitchell (Eds.), Machine learning. Los Altos: Morgan Kaufmann (in press).
	30	J. R. Quilan, Decision trees and multi-valued attributes, Machine intelligence 11, Oxford University Press, Inc., New York, NY, 1988
	31	Sammut, C. A. (1985). Concept development for expert system knowledge bases. Australian Computer Journal 17.
	32	Samuel, A. (1967). Some studies in machine learning using the game of checkers II: Recent progress. IBM J. Research and Development 11.
	33	Shapiro, A. (1983). The role of structured induction in expert systems. Ph.D. Thesis, University of Edinburgh.
	34	Shepherd, B. A. (1983). An appraisal of a decision-tree approach to image classification. Proceedings of the Eighth International Joint Conference on Artificial Intelligence. Karlsruhe, West Germany: Morgan Kaufmann.
	35	Winston, P. H. (1975). Learning structural descriptions from examples. In P. H. Winston (Ed.), The psychology of computer vision. McGraw-Hill.

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	Charles X. Ling , Hangdong Wang, Computing Optimal Attribute Weight Settings for Nearest NeighborAlgorithms, Artificial Intelligence Review, v.11 n.1-5, p.255-272, Feb. 1997
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	Wojciech Moczulski, Industry: automated search for diagnostic knowledge on rotating machinery, Handbook of data mining and knowledge discovery, Oxford University Press, Inc., New York, NY, 2002
	Wesley T. Chuang , Jihoon Yang, Extracting sentence segments for text summarization: a machine learning approach, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.152-159, July 24-28, 2000, Athens, Greece
	John Zeleznikow , Andrew Stranieri, Knowledge discovery in the Split Up project, Proceedings of the 6th international conference on Artificial intelligence and law, p.89-97, June 30-July 03, 1997, Melbourne, Australia
	Elias N. Houstis , Ann C. Catlin , John R. Rice , Vassilios S. Verykios , Naren Ramakrishnan , Catherine E. Houstis, PYTHIA-II: a knowledge/database system for managing performance data and recommending scientific software, ACM Transactions on Mathematical Software (TOMS), v.26 n.2, p.227-253, June 2000
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	Mehmet M. Dalkilic , Edward L. Roberston, Information dependencies, Proceedings of the nineteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.245-253, May 15-18, 2000, Dallas, Texas, United States
	Anthony Hunter, A Default Logic Based Framework for Context-Dependent Reasoning with Lexical Knowledge, Journal of Intelligent Information Systems, v.16 n.1, p.65-87, Jan. 2001
	Amos Beimel , Francesco Bergadano , Nader H. Bshouty , Eyal Kushilevitz , Stefano Varricchio, Learning functions represented as multiplicity automata, Journal of the ACM (JACM), v.47 n.3, p.506-530, May 2000
	Josef Fink , Alfred Kobsa, User Modeling for Personalized City Tours, Artificial Intelligence Review, v.18 n.1, p.33-74, September 2002
	Elias N. Houstis , Ann C. Catlin , John R. Rice , Vassilios S. Verykios , Naren Ramakrishnan , Catherine E. Houstis, PYTHIA-II: a knowledge/database system for managing performance data and recommending scientific software, Computational science, mathematics and software, Purdue University Press, West Lafayette, IN, 2002
	S. Ruggieri, Efficient C4.5, IEEE Transactions on Knowledge and Data Engineering, v.14 n.2, p.438-444, March 2002
	Umar Syed , Golan Yona, Using a mixture of probabilistic decision trees for direct prediction of protein function, Proceedings of the seventh annual international conference on Research in computational molecular biology, p.289-300, April 10-14, 2003, Berlin, Germany
	Patrick Hoffman , Georges Grinstein , Kenneth Marx , Ivo Grosse , Eugene Stanley, DNA visual and analytic data mining, Proceedings of the 8th conference on Visualization '97, p.437-ff., October 18-24, 1997, Phoenix, Arizona, United States
	Vijay S. Iyengar, Transforming data to satisfy privacy constraints, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
	Roger Gallion , Chaman L. Sabharwal , Daniel C. St. Clair , W. E. Bond, Dynamic ID3: a symbolic learning algorithm for many-valued attribute domains, Proceedings of the 1993 ACM/SIGAPP symposium on Applied computing: states of the art and practice, p.14-20, February 14-16, 1993, Indianapolis, Indiana, United States
	Guido Lindner , Robert Engels , Rudi Studer, Task and method selection: selection of data mining methods for tasks C5.1--C5.8, Handbook of data mining and knowledge discovery, Oxford University Press, Inc., New York, NY, 2002
	Thomas Eiter , Toshihide Ibaraki , Kazuhisha Makino, Decision lists and related Boolean functions, Theoretical Computer Science, v.270 n.1-2, p.493-524, January
	Xindong Wu , David Urpani, Induction By Attribute Elimination, IEEE Transactions on Knowledge and Data Engineering, v.11 n.5, p.805-812, September 1999
	Bhavani Raskutti , Adam Kowalczyk, Extreme re-balancing for SVMs: a case study, ACM SIGKDD Explorations Newsletter, v.6 n.1, June 2004
	San-Yih Hwang , Wan-Shiou Yang, On the discovery of process models from their instances, Decision Support Systems, v.34 n.1, p.41-57, December 2002
	N. A. B. Gray, Capturing Knowledge Through Top-Down Induction of Decision Trees, IEEE Expert: Intelligent Systems and Their Applications, v.5 n.3, p.41-50, June 1990
	Shixin Yu , Steve De Backer , Paul Scheunders, Genetic feature selection combined with composite fuzzy nearest neighbor classifiers for hyperspectral satellite imagery, Pattern Recognition Letters, v.23 n.1-3, p.183-190, January 2002
	Ralph Bergmann , Pádraig Cunningham, Acquiring Customers' Requirementsin Electronic Commerce, Artificial Intelligence Review, v.18 n.3-4, p.163-193, December 2002
	Necip Fazil Ayan , Wen-Syan Li , Okan Kolak, Automating extraction of logical domains in a web site, Data & Knowledge Engineering, v.43 n.2, p.179-205, November 2002
	J. Ross Quinlan, Knowledge Acquisition from Structured Data: Using Determinate Literals to Assist Search, IEEE Expert: Intelligent Systems and Their Applications, v.6 n.6, p.32-37, December 1991
	Sudhakar Yerramareddy , David K. Tcheng , Stephen C.-Y. Lu , Dennis N. Assanis, Creating and Using Models for Engineering Design: A Machine-Learning Approach, IEEE Expert: Intelligent Systems and Their Applications, v.7 n.3, p.52-59, June 1992
	Jinyan Li , Guozhu Dong , Kotagiri Ramamohanarao , Limsoon Wong, DeEPs: A New Instance-Based Lazy Discovery and Classification System, Machine Learning, v.54 n.2, p.99-124, February 2004
	S. G. Fountoukis , M. P. Bekakos , J. P. Kontos, Rule extraction from decision trees with complex nominal data, Neural, Parallel & Scientific Computations, v.9 n.2, p.119-128, June 2001
	Hiroko Fujihara , Dick B. Simmons , Newton C. Ellis , Robert E. Shannon, Knowledge Conceptualization Tool, IEEE Transactions on Knowledge and Data Engineering, v.9 n.2, p.209-220, March 1997
	Ron Kohavi , Llew Mason , Rajesh Parekh , Zijian Zheng, Lessons and Challenges from Mining Retail E-Commerce Data, Machine Learning, v.57 n.1-2, p.83-113, October-November 2004
	Patricia E. N. Lutu, An integrated approach for scaling up classification and prediction algorithms for data mining, Proceedings of the 2002 annual research conference of the South African institute of computer scientists and information technologists on Enablement through technology, September 16-18, 2002, Port Elizabeth, South Africa
	Surnjani Djoko , Diane J. Cook , Lawrence B. Holder, An Empirical Study of Domain Knowledge and Its Benefits to Substructure Discovery, IEEE Transactions on Knowledge and Data Engineering, v.9 n.4, p.575-586, July 1997
	Ming-Syan Chen , Jong Soo Park , Philip S. Yu, Efficient Data Mining for Path Traversal Patterns, IEEE Transactions on Knowledge and Data Engineering, v.10 n.2, p.209-221, March 1998
	Fernando Berzal , Juan-Carlos Cubero , Fernando Cuenca , María J. Martín-Bautista, On the quest for easy-to-understand splitting rules, Data & Knowledge Engineering, v.44 n.1, p.31-48, January 2003
	Rattikorn Hewett , John Leuchner, Knowledge discovery with second-order relations, Knowledge and Information Systems, v.4 n.4, p.413-439, October 2002
	Jue Wang , Min Zhao , Kai Zhao , Suqing Han, Multilevel data summarization from information systems: a "rule + exception" approach, AI Communications, v.16 n.1, p.17-39, May 2003
	Stephen A. McCoy , Trevor P. Martin , James F. Baldwin, Learning rules for odour recognition in an electronic nose, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, v.11 n.5, p.517-543, October 2003
	Jong Soo Park , Ming-Syan Chen , Philip S. Yu, Using a Hash-Based Method with Transaction Trimming for Mining Association Rules, IEEE Transactions on Knowledge and Data Engineering, v.9 n.5, p.813-825, September 1997
	Elisa Bertino , Jianping Fan , Elena Ferrari , Mohand-Said Hacid , Ahmed K. Elmagarmid , Xingquan Zhu, A hierarchical access control model for video database systems, ACM Transactions on Information Systems (TOIS), v.21 n.2, p.155-191, April 2003
	Lilia Moshkina , Yoichiro Endo , Ronald C. Arkin, Usability evaluation of an automated mission repair mechanism for mobile robot mission specification, Proceeding of the 1st ACM SIGCHI/SIGART conference on Human-robot interaction, March 02-03, 2006, Salt Lake City, Utah, USA
	I-Jen Chiang , Jane Yung-jen Hsu, Fuzzy classification trees for data analysis, Fuzzy Sets and Systems, v.130 n.1, p.87-99, August 2002
	Xintao Wu , Jianping Fan , Kalpathi R. Subramanian, B-EM: a classifier incorporating bootstrap with EM approach for data mining, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
	Hideo Shimazu, ExpertClerk: A Conversational Case-Based Reasoning Tool forDeveloping Salesclerk Agents in E-Commerce Webshops, Artificial Intelligence Review, v.18 n.3-4, p.223-244, December 2002
	Cristina Olaru , Louis Wehenkel, A complete fuzzy decision tree technique, Fuzzy Sets and Systems, v.138 n.2, p.221-254, September 01, 2003
	Ronny Kohavi , Daniel A. Sommerfield, Case studies: Public domain, multiple mining tasks systems: MLC++, Handbook of data mining and knowledge discovery, Oxford University Press, Inc., New York, NY, 2002
	Daniel Barbará, Mobile Computing and Databases-A Survey, IEEE Transactions on Knowledge and Data Engineering, v.11 n.1, p.108-117, January 1999
	Melody Y. Kiang, A comparative assessment of classification methods, Decision Support Systems, v.35 n.4, p.441-454, July 2003
	Ming Dong , Ravi Kothari, Feature subset selection using a new definition of classifiability, Pattern Recognition Letters, v.24 n.9-10, p.1215-1225, 01 June 2003
	Fabrice Muhlenbach , Stéphane Lallich , Djamel A. Zighed, Identifying and Handling Mislabelled Instances, Journal of Intelligent Information Systems, v.22 n.1, p.89-109, January 2004
	Haim (Shvaytser) Schweitzer, Occam Algorithms for Computing Visual Motion, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.17 n.11, p.1033-1042, November 1995
	Ming-Syan Chen , Jiawei Han , Philip S. Yu, Data Mining: An Overview from a Database Perspective, IEEE Transactions on Knowledge and Data Engineering, v.8 n.6, p.866-883, December 1996
	Jeroen Eggermont , Joost N. Kok , Walter A. Kosters, Genetic Programming for data classification: partitioning the search space, Proceedings of the 2004 ACM symposium on Applied computing, March 14-17, 2004, Nicosia, Cyprus
	Michael Berthold , David J. Hand, References, Intelligent data analysis, Springer-Verlag New York, Inc., New York, NY, 2003
	Saěso Dězeroski, Data mining in a nutshell, Relational Data Mining, Springer-Verlag New York, Inc., New York, NY, 2001
	Anne M. Maglia , Jennifer L. Leopold , Venkat Ram Ghatti, Identifying character non-independence in phylogenetic data using data mining techniques, Proceedings of the second conference on Asia-Pacific bioinformatics, p.181-189, January 01, 2004, Dunedin, New Zealand
	Hussein Almuallim , Yasuhiro Akiba , Takefumi Yamazaki , Akio Yokoo , Shigeo Kaneda, Two methods for learning ALT-J/E translation rules from examples and a semantic hierarchy, Proceedings of the 15th conference on Computational linguistics, August 05-09, 1994, Kyoto, Japan
	João Gama , Pavel Brazdil, Cascade Generalization, Machine Learning, v.41 n.3, p.315-343, Dec. 2000
	John W. Sheppard , William R. Simpson, Performing Effective Fault Isolation in Integrated Diagnostics, IEEE Design & Test, v.10 n.2, p.78-90, April 1993
	Jan M. Zytkow, Types and forms of knowledge (patterns): decision trees, Handbook of data mining and knowledge discovery, Oxford University Press, Inc., New York, NY, 2002
	Ramasamy Uthurusamy , Linda G. Means , Kurt S. Godden , Steven L. Lytinen, Extracting Knowledge from Diagnostic Databases, IEEE Expert: Intelligent Systems and Their Applications, v.8 n.6, p.27-38, December 1993
	Michael Doumpos , Constantin Zopounidis, Rough Sets and Multivariate Statistical Classification: A Simulation Study, Computational Economics, v.19 n.3, p.287-301, June 2002
	Santiago Ontañón , Enric Plaza, Learning to form dynamic committees, Proceedings of the second international joint conference on Autonomous agents and multiagent systems, July 14-18, 2003, Melbourne, Australia
	Amir Ahmad , Lipika Dey, A feature selection technique for classificatory analysis, Pattern Recognition Letters, v.26 n.1, p.43-56, 1 January 2005
	Hillol Kargupta , Rajeev Ayyagari , Samiran Ghosh, Learning Functions Using Randomized Genetic Code-Like Transformations: Probabilistic Properties and Experimentations, IEEE Transactions on Knowledge and Data Engineering, v.16 n.8, p.894-908, August 2004
	A. Carrascal , D. Manrique , J. Ríos , C. Rossi, Evolutionary local search of fuzzy rules through a novel neuro-fuzzy encoding method, Evolutionary Computation, v.11 n.4, p.439-461, Winter 2003
	Terry Zimmerman , Subbarao Kambhampati, Learning-assisted automated planning: looking back, taking stock, going forward, AI Magazine, v.24 n.2, p.73-96, Summer 2003
	Mark Last , Oded Maimon, A Compact and Accurate Model for Classification, IEEE Transactions on Knowledge and Data Engineering, v.16 n.2, p.203-215, February 2004
	Hillol Kargupta , Byung-Hoon Park, A Fourier Spectrum-Based Approach to Represent Decision Trees for Mining Data Streams in Mobile Environments, IEEE Transactions on Knowledge and Data Engineering, v.16 n.2, p.216-229, February 2004
	Alan Fern , Robert Givan, Online Ensemble Learning: An Empirical Study, Machine Learning, v.53 n.1-2, p.71-109, October-November 2003
	Wei Yi Liu , Ning Song, A fuzzy approach to classification of text documents, Journal of Computer Science and Technology, v.18 n.5, p.640-647, September 2003
	References, Grid resource management: state of the art and future trends, Kluwer Academic Publishers, Norwell, MA, 2004
	Kamal Ali , Steven P. Ketchpel, Golden Path Analyzer: using divide-and-conquer to cluster Web clickstreams, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2003, Washington, D.C.
	Gaolin Fang , Wen Gao , Debin Zhao, Large vocabulary sign language recognition based on hierarchical decision trees, Proceedings of the 5th international conference on Multimodal interfaces, November 05-07, 2003, Vancouver, British Columbia, Canada
	Andrew K. C. Wong , Yang Wang, High-Order Pattern Discovery from Discrete-Valued Data, IEEE Transactions on Knowledge and Data Engineering, v.9 n.6, p.877-893, November 1997
	Foster Provost , Venkateswarlu Kolluri, Data mining tasks and methods: scalability, Handbook of data mining and knowledge discovery, Oxford University Press, Inc., New York, NY, 2002
	David D. Palmer , Marti A. Hearst, Adaptive multilingual sentence boundary disambiguation, Computational Linguistics, v.23 n.2, p.241-267, June 1997
	Jakub Zavrel , Walter Daelemans, Memory-based learning: using similarity for smoothing, Proceedings of the eighth conference on European chapter of the Association for Computational Linguistics, p.436-443, July 07-12, 1997, Madrid, Spain
	Keith Vander Linden , James H. Martin, Expressing rhetorical relations in instructional text: a case study of the purpose relation, Computational Linguistics, v.21 n.1, p.29-57, March 1995
	Giorgos S. Orphanos , Dimitris N. Christodoulakis, POS disambiguation and unknown word guessing with decision trees, Proceedings of the ninth conference on European chapter of the Association for Computational Linguistics, June 08-12, 1999, Bergen, Norway
	Vasileios Hatzivassiloglou , Kathleen McKeown, A quantitative evaluation of linguistic tests for the automatic prediction of semantic markedness, Proceedings of the 33rd annual meeting on Association for Computational Linguistics, p.197-204, June 26-30, 1995, Cambridge, Massachusetts
	San-Yih Hwang , Chih-Ping Wei , Wan-Shiou Yang, Discovery of temporal patterns from process instances, Computers in Industry, v.53 n.3, p.345-364, April 2004
	Eric V. Siegel , Kathleen R. McKeown, Learning methods to combine linguistic indicators: improving aspectual classification and revealing linguistic insights, Computational Linguistics, v.26 n.4, p.595-628, December 2000
	Vladimir Pericliev , Raúl E. Valdés-Pérez, A procedure for multi-class discrimination and some linguistic applications, Proceedings of the 36th annual meeting on Association for Computational Linguistics, p.1034-1040, August 10-14, 1998, Montreal, Quebec, Canada
	Anthony F. Gallippi, A synopsis of learning to recognize names across languages, Proceedings of the 34th annual meeting on Association for Computational Linguistics, June 24-27, 1996, Santa Cruz, California
	Chih-Ping Wei , Yen-Hsien Lee, Event detection from online news documents for supporting environmental scanning, Decision Support Systems, v.36 n.4, p.385-401, March 2004
	Ying Yang , Xindong Wu, Parameter Tuning for Induction-Algorithm-Oriented Feature Elimination, IEEE Intelligent Systems, v.19 n.2, p.40-49, March 2004
	Tomoya Takamitsu , Takao Miura , Isamu Shioya, Decision trees using class hierarchy, Design and application of hybrid intelligent systems, IOS Press, Amsterdam, The Netherlands, 2003
	S. Dzeroski , N. Lavrac, Inductive Learning in Deductive Databases, IEEE Transactions on Knowledge and Data Engineering, v.5 n.6, p.939-949, December 1993
	John R. Clymer, System design and evaluation using discrete event simulation with artificial intelligence, Proceedings of the 25th conference on Winter simulation, p.1347-1356, December 12-15, 1993, Los Angeles, California, United States
	J. William Murdock , Ashok K. Goel , Michael J. Donahoo , Shamkant Navathe, Method-specific knowledge compilation, Data mining for design and manufacturing: methods and applications, Kluwer Academic Publishers, Norwell, MA, 2001
	Adam A. Porter , Richard W. Selby, Empirically Guided Software Development Using Metric-Based Classification Trees, IEEE Software, v.7 n.2, p.46-54, March 1990
	Günther Gediga , Ivo Düntsch, Approximation quality for sorting rules, Computational Statistics & Data Analysis, v.40 n.3, p.499-526, 28 September 2002
	Robert C. Miller , Brad A. Myers, Outlier finding: focusing user attention on possible errors, Proceedings of the 14th annual ACM symposium on User interface software and technology, November 11-14, 2001, Orlando, Florida
	Liping Ma , John Shepherd , Anh Nguyen, Document classification via structure synopses, Proceedings of the fourteenth Australasian database conference, p.59-65, February 01, 2003, Adelaide, Australia
	Xindong Wu, The HCV induction algorithm, Proceedings of the 1993 ACM conference on Computer science, p.168-175, February 16-18, 1993, Indianapolis, Indiana, United States
	Marko Robnik-Šikonja , Igor Kononenko, Theoretical and Empirical Analysis of ReliefF and RReliefF, Machine Learning, v.53 n.1-2, p.23-69, October-November 2003
	Christopher J. Merz , Michael J. Pazzani , Andrea Pohoreckyj Danyluk, Tuning Numeric Parameters to Troubleshoot a Telephone-Network Loop, IEEE Expert: Intelligent Systems and Their Applications, v.11 n.1, p.44-49, February 1996
	Ishwar K. Sethi, Data mining: an introducation, Data mining for design and manufacturing: methods and applications, Kluwer Academic Publishers, Norwell, MA, 2001
	Wim Van Laer , Luc De Ra, How to upgrade propositional learners to first order logic: case study, Relational Data Mining, Springer-Verlag New York, Inc., New York, NY, 2001
	Oliver Brdiczka , Patrick Reignier , James L. Crowley, Supervised learning of an abstract context model for an intelligent environment, Proceedings of the 2005 joint conference on Smart objects and ambient intelligence: innovative context-aware services: usages and technologies, October 12-14, 2005, Grenoble, France
	Masahiro Hirao , Hiromasa Hoshino , Ayumi Shinohara , Masayuki Takeda , Setsuo Arikawa, A practical algorithm to find the best subsequence patterns, Theoretical Computer Science, v.292 n.2, p.465-479, 27 January 2003
	R. Ben-Eliyahu-Zohary , C. Domshlak , E. Gudes , N. Liusternik , A. Meisels , T. Rosen , S. E. Shimony, FlexiMine – A Flexible Platform for KDD Research and Application Development, Annals of Mathematics and Artificial Intelligence, v.39 n.1-2, p.175-204, September 2003
	Gregory Piatetsky-Shapiro, Knowledge discovery in databases: 10 years after, ACM SIGKDD Explorations Newsletter, v.1 n.2, January 2000
	Franca Debole , Fabrizio Sebastiani, Supervised term weighting for automated text categorization, Proceedings of the 2003 ACM symposium on Applied computing, March 09-12, 2003, Melbourne, Florida
	Liqiang Geng , Howard J. Hamilton, Interestingness measures for data mining: A survey, ACM Computing Surveys (CSUR), v.38 n.3, p.9-es, 2006
	Marco Botta , Attilio Giordana , Lorenza Saitta , Michèle Sebag, Relational learning as search in a critical region, The Journal of Machine Learning Research, 4, 12/1/2003
	Filippo Neri, Relational concept learning by cooperative evolution, Journal of Experimental Algorithmics (JEA), 7, p.12, 2002
	Oded Maimon , Lior S. Rokach, Data mining by attribute decomposition with semiconductor manufacturing case study, Data mining for design and manufacturing: methods and applications, Kluwer Academic Publishers, Norwell, MA, 2001
	Ventzeslav Valev, Supervised pattern recognition with heterogeneous features, Machine Graphics & Vision International Journal, v.13 n.4, p.345-353, October 2004
	R. Mike Cameron-Jones , J. Ross Quinlan, Efficient top-down induction of logic programs, ACM SIGART Bulletin, v.5 n.1, p.33-42, Jan. 1994
	V. Dhar , A. Tuzhilin, Abstract-Driven Pattern Discovery in Databases, IEEE Transactions on Knowledge and Data Engineering, v.5 n.6, p.926-938, December 1993
	Philip K. Chan , Salvatore J. Stolfo, On the Accuracy of Meta-learning for Scalable Data Mining, Journal of Intelligent Information Systems, v.8 n.1, p.5-28, Jan./Feb. 1997
	Alessandro Passaro , Flavio Baronti , Valentina Maggini, Exploring relationships between genotype and oral cancer development through XCS, Proceedings of the 2005 workshops on Genetic and evolutionary computation, June 25-26, 2005, Washington, D.C.
	Fernando Berzal , Juan-Carlos Cubero , Daniel Sánchez , José María Serrano, ART: A Hybrid Classification Model, Machine Learning, v.54 n.1, p.67-92, January 2004
	Mohamed Hammami , Youssef Chahir , Liming Chen, WebGuard: A Web Filtering Engine Combining Textual, Structural, and Visual Content-Based Analysis, IEEE Transactions on Knowledge and Data Engineering, v.18 n.2, p.272-284, February 2006
	Toshihiro Kamishima , Fumio Motoyoshi, Learning from Cluster Examples, Machine Learning, v.53 n.3, p.199-233, December 2003
	A. Sakar , R. J. Mammone, Growing and Pruning Neural Tree Networks, IEEE Transactions on Computers, v.42 n.3, p.291-299, March 1993
	Paolo Pellegretti , Fabio Roli , Sebastiano B. Serpico , Gianni Vernazza, Supervised Learning of Descriptions for Image Recognition Purposes, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.16 n.1, p.92-98, January 1994
	David Lowe , Andrew R. Webb, Optimized Feature Extraction and the Bayes Decision in Feed-Forward Classifier Networks, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.13 n.4, p.355-364, April 1991
	Alexandre Evfimievski , Ramakrishnan Srikant , Rakesh Agarwal , Johannes Gehrke, Privacy preserving mining of association rules, Information Systems, v.29 n.4, p.343-364, June 2004
	Kiansing Ng , Huan Liu, Customer Retention via Data Mining, Artificial Intelligence Review, v.14 n.6, p.569-590, December 1, 2000
	Daniel Gildea , Daniel Jurafsky, Learning bias and phonological-rule induction, Computational Linguistics, v.22 n.4, p.497-530, December 1996
	Gregory Piatetsky-Shapiro, The Data-Mining Industry Coming of Age, IEEE Intelligent Systems, v.14 n.6, p.32-34, November 1999
	Michael J. Shaw , James A. Gentry, Inductive Learning for Risk Classification, IEEE Expert: Intelligent Systems and Their Applications, v.5 n.1, p.47-53, February 1990
	Keki B. Irani , Jie Cheng , Usama M. Fayyad , Zhaogang Qian, Applying Machine Learning to Semiconductor Manufacturing, IEEE Expert: Intelligent Systems and Their Applications, v.8 n.1, p.41-47, February 1993
	Christer Samuelsson, Grammar specialization through entropy thresholds, Proceedings of the 32nd annual meeting on Association for Computational Linguistics, p.188-195, June 27-30, 1994, Las Cruces, New Mexico
	Yiming Yang , Jaime G. Carbonell , Ralf D. Brown , Thomas Pierce , Brian T. Archibald , Xin Liu, Learning Approaches for Detecting and Tracking News Events, IEEE Intelligent Systems, v.14 n.4, p.32-43, July 1999
	Girija J. Narlikar , Guy E. Blelloch, Pthreads for dynamic and irregular parallelism, Proceedings of the 1998 ACM/IEEE conference on Supercomputing (CDROM), p.1-16, November 07-13, 1998, San Jose, CA
	Lionel C. Briand , Victor R. Basili , William M. Thomas, A Pattern Recognition Approach for Software Engineering Data Analysis, IEEE Transactions on Software Engineering, v.18 n.11, p.931-942, November 1992
	Aijun An , Christine Chan , Ning Shan , Nick Cercone , Wojciech Ziarko, Applying Knowledge Discovery to Predict Water-Supply Consumption, IEEE Expert: Intelligent Systems and Their Applications, v.12 n.4, p.72-78, July 1997
	Gilles Coppin , Alexandre Skrzyniarz, Human-Centered Processes: Individual and Distributed Decision Support, IEEE Intelligent Systems, v.18 n.4, p.27-33, July/August 2003
	Danyu Liu , Alan Sprague , Upender Manne, JRV: an interactive tool for data mining visualization, Proceedings of the 42nd annual Southeast regional conference, April 02-03, 2004, Huntsville, Alabama
	Walid G. Aref , Mohamed G. Elfeky , Ahmed K. Elmagarmid, Incremental, Online, and Merge Mining of Partial Periodic Patterns in Time-Series Databases, IEEE Transactions on Knowledge and Data Engineering, v.16 n.3, p.332-342, March 2004
	Ran Gilad-Bachrach , Amir Navot , Naftali Tishby, Margin based feature selection - theory and algorithms, Proceedings of the twenty-first international conference on Machine learning, p.43, July 04-08, 2004, Banff, Alberta, Canada
	Chien-Le Goh , Kazuki Aisaka , Masahiko Tsukamoto , Shojiro Nishio, Database compression with data mining methods, Information organization and databases: foundations of data organization, Kluwer Academic Publishers, Norwell, MA, 2000
	Lluís Màrquez , Lluís Padró, A flexible POS tagger using an automatically acquired language model, Proceedings of the 35th annual meeting on Association for Computational Linguistics, p.238-245, July 07-12, 1997, Madrid, Spain
	Anthony F. Gallippi, Learning to recognize names across languages, Proceedings of the 16th conference on Computational linguistics, August 05-09, 1996, Copenhagen, Denmark
	Ulf Hermjakob , Raymond J. Mooney, Learning parse and translation decisions from examples with rich context, Proceedings of the 35th annual meeting on Association for Computational Linguistics, p.482-489, July 07-12, 1997, Madrid, Spain
	O. Gur-Ali , W. A. Wallace, Induction of Rules Subject to a Quality Constraint: Probabilistic Inductive Learning, IEEE Transactions on Knowledge and Data Engineering, v.5 n.6, p.979-984, December 1993
	Saher Esmeir , Shaul Markovitch, Lookahead-based algorithms for anytime induction of decision trees, Proceedings of the twenty-first international conference on Machine learning, p.33, July 04-08, 2004, Banff, Alberta, Canada
	Oriol Pujol , Petia Radeva , Jordi Vitria, Discriminant ECOC: A Heuristic Method for Application Dependent Design of Error Correcting Output Codes, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.28 n.6, p.1007-1012, June 2006
	Filippo Neri , Lorenza Saitta, Exploring the Power of Genetic Search in Learning Symbolic Classifiers, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.18 n.11, p.1135-1141, November 1996
	Tapio Elomaa , Juho Rousu, General and Efficient Multisplitting of Numerical Attributes, Machine Learning, v.36 n.3, p.201-244, Sept. 1999
	Endre Boros , Vladimir Menkov, Exact and approximate discrete optimization algorithms for finding useful disjunctions of categorical predicates in data analysis, Discrete Applied Mathematics, v.144 n.1-2, p.43-58, 30 November 2004
	Sumit Sarkar , Ishwar Murthy, Constructing Efficient Belief Network Structures With Expert Provided Information, IEEE Transactions on Knowledge and Data Engineering, v.8 n.1, p.134-143, February 1996
	Walter Daelemans , Steven Gillis , Gert Durieux, The acquisition of stress: a data-oriented approach, Computational Linguistics, v.20 n.3, September 1994
	Leonardo Carbonara , Derek Sleeman, Effective and Efficient Knowledge Base Refinement, Machine Learning, v.37 n.2, p.143-181, Nov.1.1999
	Brendan Davis Burns , Andrea Pohoreckyj Danyluk, Feature Selection vs Theory Reformulation: A Study of Genetic Refinement of Knowledge-based Neural Networks, Machine Learning, v.38 n.1-2, p.89-107, Jan.&slash;Feb. 2000
	Antal van den Bosch , Walter Daelemans, Memory-based morphological analysis, Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics, p.285-292, June 20-26, 1999, College Park, Maryland
	J. William Murdock , Ashok K. Goel , Michael J. Donahoo , Shamkant Navathe, A Framework for Method-Specific Knowledge Compilation from Databases, Journal of Intelligent Information Systems, v.17 n.1, p.5-21, November 2001
	Myriam Abramson , Scott Bennett , William Brooks , Emily Hofmann , Paul Krause , Aaron Temin, Using AI for Counternarcotics: The Predictive Analysis System, IEEE Expert: Intelligent Systems and Their Applications, v.9 n.5, p.12-17, October 1994
	Fernando Berzal , Juan-Carlos Cubero , Nicolás Marín , Daniel Sánchez, Building multi-way decision trees with numerical attributes, Information Sciences: an International Journal, v.165 n.1-2, p.73-90, 3 September 2004
	Danico Lee , Costas Tsatsoulis, Intelligent data entry assistant for XML using ensemble learning, Proceedings of the 10th international conference on Intelligent user interfaces, January 10-13, 2005, San Diego, California, USA
	Zbigniew Les , Magdalena Les, Shape Understanding: Knowledge Generation and Learning, IEEE Transactions on Knowledge and Data Engineering, v.16 n.3, p.343-353, March 2004
	Staal A. Vinterbo, Privacy: A Machine Learning View, IEEE Transactions on Knowledge and Data Engineering, v.16 n.8, p.939-948, August 2004
	Nathan Thomas , Gabriel Tanase , Olga Tkachyshyn , Jack Perdue , Nancy M. Amato , Lawrence Rauchwerger, A framework for adaptive algorithm selection in STAPL, Proceedings of the tenth ACM SIGPLAN symposium on Principles and practice of parallel programming, June 15-17, 2005, Chicago, IL, USA
	Vijay S. Mookerjee, Debiasing Training Data for Inductive Expert System Construction, IEEE Transactions on Knowledge and Data Engineering, v.13 n.3, p.497-512, May 2001
	Luca Spalzzi, A Survey on Case-Based Planning, Artificial Intelligence Review, v.16 n.1, p.3-36, September 2001
	John Y. Ching , Andrew K. C. Wong , Keith C. C. Chan, Class-Dependent Discretization for Inductive Learning from Continuous and Mixed-Mode Data, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.17 n.7, p.641-651, July 1995
	Yueh-Min Huang , Shian-Hua Lin, An Efficient Inductive Learning Method for Object-Oriented Database Using Attribute Entropy, IEEE Transactions on Knowledge and Data Engineering, v.8 n.6, p.946-951, December 1996
	Zhai Lian-Yin , Khoo Li-Pheng , Fok Sai-Cheong, Derivation of decision rules for the evaluation of product performance using genetic algorithms and rough set theory, Data mining for design and manufacturing: methods and applications, Kluwer Academic Publishers, Norwell, MA, 2001
	A. Giordana , L. Saitta , F. Bergadano , F. Brancadori , D. De Marchi, ENIGMA: A System That Learns Diagnostic Knowledge, IEEE Transactions on Knowledge and Data Engineering, v.5 n.1, p.15-28, February 1993
	Chien-Chang Hsu , Cheng-Seen Ho, A new hybrid case-based architecture for medical diagnosis, Information Sciences—Informatics and Computer Science: An International Journal, v.166 n.1-4, p.231-247, 29 October 2004
	Jorn Veenstra , Antal van den Bosch, Single-classifier memory-based phrase chunking, Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning, September 13-14, 2000, Lisbon, Portugal
	Bob Evans , Doug Fisher, Overcoming Process Delays with Decision Tree Induction, IEEE Expert: Intelligent Systems and Their Applications, v.9 n.1, p.60-66, February 1994
	Keith Vander Linden, Generating precondition expressions in instructional text, Proceedings of the 32nd annual meeting on Association for Computational Linguistics, p.42-49, June 27-30, 1994, Las Cruces, New Mexico
	Scott Spangler , Jeffrey Kreulen, Interactive methods for taxonomy editing and validation, Proceedings of the eleventh international conference on Information and knowledge management, November 04-09, 2002, McLean, Virginia, USA
	Daniele Micci-Barreca, A preprocessing scheme for high-cardinality categorical attributes in classification and prediction problems, ACM SIGKDD Explorations Newsletter, v.3 n.1, July 2001
	Jerry Alan Fails , Dan R. Olsen, Jr., Interactive machine learning, Proceedings of the 8th international conference on Intelligent user interfaces, January 12-15, 2003, Miami, Florida, USA
	Christian Baumgartner , Christian Böhm , Daniela Baumgartner, Modelling of classification rules on metabolic patterns including machine learning and expert knowledge, Journal of Biomedical Informatics, v.38 n.2, p.89-98, April 2005
	Lionel C. Briand , Victor R. Basili , Christopher J. Hetmanski, Developing Interpretable Models with Optimized set Reduction for Identifying High-Risk Software Components, IEEE Transactions on Software Engineering, v.19 n.11, p.1028-1044, November 1993
	Kurt Driessens, Relational reinforcement learning, Mutli-agents systems and applications, Springer-Verlag New York, Inc., New York, NY, 2001
	Mark W. Craven , Jude W. Shavlik, Machine Learning Approaches to Gene Recognition, IEEE Expert: Intelligent Systems and Their Applications, v.9 n.2, p.2-10, April 1994
	Hideki Tanaka, Decision Tree Learning Algorithm with structured attributes: application to verbal case frame acquisition, Proceedings of the 16th conference on Computational linguistics, August 05-09, 1996, Copenhagen, Denmark
	David D. Palmer, A trainable rule-based algorithm for word segmentation, Proceedings of the 35th annual meeting on Association for Computational Linguistics, p.321-328, July 07-12, 1997, Madrid, Spain
	Yiming Ma , Qi Zhong , Sharad Mehrotra , Dawit Yimam Seid, A framework for refining similarity queries using learning techniques, Proceedings of the thirteenth ACM international conference on Information and knowledge management, November 08-13, 2004, Washington, D.C., USA
	Victoria Hodge , Jim Austin, A Survey of Outlier Detection Methodologies, Artificial Intelligence Review, v.22 n.2, p.85-126, October 2004
	Amir Bar-Or , Daniel Keren , Assaf Schuster , Ran Wolff, Hierarchical Decision Tree Induction in Distributed Genomic Databases, IEEE Transactions on Knowledge and Data Engineering, v.17 n.8, p.1138-1151, August 2005
	Yang Wang , Andrew K. C. Wong, From Association to Classification: Inference Using Weight of Evidence, IEEE Transactions on Knowledge and Data Engineering, v.15 n.3, p.764-767, March 2003
	Vijay S. Mookerjee , Michael V. Mannino, Sequential Decision Models for Expert System Optimization, IEEE Transactions on Knowledge and Data Engineering, v.9 n.5, p.675-687, September 1997
	K. Cho , S. M. Dunn, Learning Shape Classes, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.16 n.9, p.882-888, September 1994
	Oded Lachish , Eitan Marcus , Shmuel Ur , Avi Ziv, Hole analysis for functional coverage data, Proceedings of the 39th conference on Design automation, June 10-14, 2002, New Orleans, Louisiana, USA
	Zhou Aoying , Qian Weining , Qian Hailei , Jin Wen, A new classification method to overcome over-branching, Journal of Computer Science and Technology, v.17 n.1, p.18-27, January 2002
	Jan M. Zytkow , Willi Klösgen, Multidisciplinary contributions to knowledge discovery, Handbook of data mining and knowledge discovery, Oxford University Press, Inc., New York, NY, 2002
	Satoshi Oyama , Takashi Kokubo , Toru Ishida, Domain-Specific Web Search with Keyword Spices, IEEE Transactions on Knowledge and Data Engineering, v.16 n.1, p.17-27, January 2004
	Špela Hleb Babič , Peter Kokol , Vili Podgorelec , Milan Zorman , Matej Šprogar , Milojka Molan Štiglic, The Art of Building Decision Trees, Journal of Medical Systems, v.24 n.1, p.43-52, Feb. 2000
	David K. Y. Chiu , Andrew K. C. Wong, Multiple pattern associations for interpreting structural and functional characteristics of biomolecules, Information Sciences—Informatics and Computer Science: An International Journal, v.167 n.1-4, p.23-39, 2 December 2004
	Jiuyong Li , Ada Wai-chee Fu , Hongxing He , Jie Chen , Huidong Jin , Damien McAullay , Graham Williams , Ross Sparks , Chris Kelman, Mining risk patterns in medical data, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
	Thanaruk Theeramunkong , Sasiporn Usanavasin, Non-dictionary-based Thai word segmentation using decision trees, Proceedings of the first international conference on Human language technology research, p.1-5, March 18-21, 2001, San Diego
	Jun Li , Kazutaka Furuse , Kazunori Yamaguchi, Focused crawling by exploiting anchor text using decision tree, Special interest tracks and posters of the 14th international conference on World Wide Web, May 10-14, 2005, Chiba, Japan
	Parag C. Pendharkar, A threshold-varying artificial neural network approach for classification and its application to bankruptcy prediction problem, Computers and Operations Research, v.32 n.10, p.2561-2582, October 2005
	David D. Lewis, Data extraction as text categorization: an experiment with the MUC-3 corpus, Proceedings of the 3rd conference on Message understanding, May 21-23, 1991, San Diego, California
	Ivan Bratko , Ross King, Applications of inductive logic programming, ACM SIGART Bulletin, v.5 n.1, p.43-49, Jan. 1994
	R. Bhatnagar , L. N. Kanal, Structural and Probabilistic Knowledge for Abductive Reasoning, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.15 n.3, p.233-245, March 1993
	Nan Zhang , Shengquan Wang , Wei Zhao, A new scheme on privacy-preserving data classification, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
	David M. W. Powers, On Learning about Learning, ACM SIGART Bulletin, v.3 n.1, p.17-19, Jan. 1992
	Miriam Baglioni , Barbara Furletti , Franco Turini, DrC4.5: Improving C4.5 by means of prior knowledge, Proceedings of the 2005 ACM symposium on Applied computing, March 13-17, 2005, Santa Fe, New Mexico
	Hendrik Blockeel , David Page , Ashwin Srinivasan, Multi-instance tree learning, Proceedings of the 22nd international conference on Machine learning, p.57-64, August 07-11, 2005, Bonn, Germany
	Athanasios Tsakonas , Georgios Dounias , Jan Jantzen , Hubertus Axer , Beth Bjerregaard , Diedrich Graf von Keyserlingk, Evolving rule-based systems in two medical domains using genetic programming, Arificial Intelligence in Medicine, v.32 n.3, p.195-216, November 2004
	Selwyn Piramuthu, Feature construction for reduction of tabular knowledge-based systems, Information Sciences—Informatics and Computer Science: An International Journal, v.168 n.1-4, p.201-215, 3 December 2004
	Zhao Sheng , Tao Jianhua , Cai Lianhong, Learning rules for Chinese prosodic phrase prediction, Proceeding of the first SIGHAN workshop on Chinese language processing, p.1-7, September 01, 2002
	Catherine Hui Min Lee , Yuk Wing Cheng , Shri Rai , Arnold Depickere, What affect student cognitive style in the development of hypermedia learning system?, Computers & Education, v.45 n.1, p.1-19, August 2005
	Laura Mayfield Tomokiyo , Rosie Jones, You're not from 'round here, are you?: naive Bayes detection of non-native utterance text, Second meeting of the North American Chapter of the Association for Computational Linguistics on Language technologies 2001, p.1-8, June 01-07, 2001, Pittsburgh, Pennsylvania
	Avrim Blum , Cynthia Dwork , Frank McSherry , Kobbi Nissim, Practical privacy: the SuLQ framework, Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 13-15, 2005, Baltimore, Maryland
	Jin-Dong Kim , Hae-Chang Rim , Jun'ich Tsujii, Self-organizing Markov models and their application to part-of-speech tagging, Proceedings of the 41st Annual Meeting on Association for Computational Linguistics, p.296-302, July 07-12, 2003, Sapporo, Japan
	Robert Malouf, The order of prenominal adjectives in natural language generation, Proceedings of the 38th Annual Meeting on Association for Computational Linguistics, p.85-92, October 03-06, 2000, Hong Kong
	Johannes Fürnkranz , Peter A. Flach, ROC 'n' rule learning: towards a better understanding of covering algorithms, Machine Learning, v.58 n.1, p.39-77, January 2005
	Kate McCarthy , Bibi Zabar , Gary Weiss, Does cost-sensitive learning beat sampling for classifying rare classes?, Proceedings of the 1st international workshop on Utility-based data mining, p.69-77, August 21-21, 2005, Chicago, Illinois
	Qinghua Hu , Daren Yu, Entropies of fuzzy indiscrenibility relation and its operations, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, v.12 n.5, p.575-589, October 2005
	Parag C. Pendharkar, Hybrid approaches for classification under information acquisition cost constraint, Decision Support Systems, v.41 n.1, p.228-241, November 2005
	Hans van Halteren, A default first order family weight determination procedure for WPDV models, Proceedings of the 2nd workshop on Learning language in logic and the 4th conference on Computational natural language learning, September 13-14, 2000, Lisbon, Portugal
	Xingquan Zhu , Xindong Wu, Class noise vs. attribute noise: a quantitative study of their impacts, Artificial Intelligence Review, v.22 n.3, p.177-210, November 2004
	Ted Pedersen, Evaluating the effectiveness of ensembles of decision trees in disambiguating SENSEVAL lexical samples, Proceedings of the ACL-02 workshop on Word sense disambiguation: recent successes and future directions, p.81-87, July 11, 2002
	Titus Winters , Tom Payne, What do students know?: an outcomes-based assessment system, Proceedings of the 2005 international workshop on Computing education research, p.165-172, October 01-02, 2005, Seattle, WA, USA
	Xingquan Zhu , Xindong Wu, Cost-Constrained Data Acquisition for Intelligent Data Preparation, IEEE Transactions on Knowledge and Data Engineering, v.17 n.11, p.1542-1556, November 2005
	Antal van den Bosch , Walter Daelemans, Data-oriented methods for grapheme-to-phoneme conversion, Proceedings of the sixth conference on European chapter of the Association for Computational Linguistics, April 21-23, 1993, Utrecht, The Netherlands
	Zengchang Qin , Jonathan Lawry, Decision tree learning with fuzzy labels, Information Sciences—Informatics and Computer Science: An International Journal, v.172 n.1-2, p.91-129, 9 June 2005
	J. P. Yoon , L. Kerschberg, A Framework for Knowledge Discovery and Evolution in Databases, IEEE Transactions on Knowledge and Data Engineering, v.5 n.6, p.973-979, December 1993
	Donald Geman , Bruno Jedynak, An Active Testing Model for Tracking Roads in Satellite Images, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.18 n.1, p.1-14, January 1996
	Paul Viola , Michael J. Jones, Robust Real-Time Face Detection, International Journal of Computer Vision, v.57 n.2, p.137-154, May 2004
	Xintao Wu, Incorporating large unlabeled data to enhance EM classification, Journal of Intelligent Information Systems, v.26 n.3, p.211-226, May 2006
	Titus Winters , Tom Payne, Closing the loop on test creation: a question assessment mechanism for instructors, ACM SIGCSE Bulletin, v.38 n.1, March 2006
	Ruey-Hsia Li , Geneva G. Belford, Instability of decision tree classification algorithms, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
	Eduard Hovy , Chin-Yew Lin, Automated text summarization and the SUMMARIST system, Proceedings of a workshop on held at Baltimore, Maryland: October 13-15, 1998, October 13-15, 1998, Baltimore, Maryland
	Suzanne Stevenson , Eric Joanis, Semi-supervised verb class discovery using noisy features, Proceedings of the seventh conference on Natural language learning at HLT-NAACL 2003, p.71-78, May 31, 2003, Edmonton, Canada
	Dinesh Mehta , Vijay Raghavan, Decision tree approximations of Boolean functions, Theoretical Computer Science, v.270 n.1-2, p.609-623, January
	Alexandre Evfimievski , Ramakrishnan Srikant , Rakesh Agrawal , Johannes Gehrke, Privacy preserving mining of association rules, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
	Dietrich Wettschereck , David W. Aha , Takao Mohri, A Review and Empirical Evaluation of Feature Weighting Methods for aClass of Lazy Learning Algorithms, Artificial Intelligence Review, v.11 n.1-5, p.273-314, Feb. 1997
	Daniel L. Swets , Juyang Weng, Hierarchical Discriminant Analysis for Image Retrieval, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.21 n.5, p.386-401, May 1999
	Xiao-Bai Li, A scalable decision tree system and its application in pattern recognition and intrusion detection, Decision Support Systems, v.41 n.1, p.112-130, November 2005
	Lars Backstrom , Dan Huttenlocher , Jon Kleinberg , Xiangyang Lan, Group formation in large social networks: membership, growth, and evolution, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
	Saher Esmeir , Shaul Markovitch, Interruptible anytime algorithms for iterative improvement of decision trees, Proceedings of the 1st international workshop on Utility-based data mining, p.78-85, August 21-21, 2005, Chicago, Illinois
	Malcolm J. Beynon , Nigel Driffield, An illustration of variable precision rough sets model: an analysis of the findings of the UK Monopolies and Mergers Commission, Computers and Operations Research, v.32 n.7, p.1739-1759, July 2005
	Xiao Jia Zhou , Tharam S. Dillion, A Statistical-Heuristic Feature Selection Criterion for Decision Tree Induction, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.13 n.8, p.834-841, August 1991
	Boris Mirkin, Concept Learning and Feature Selection Based on Square-Error Clustering, Machine Learning, v.35 n.1, p.25-39, April 1999
	Nada Lavrac , Igor Mozetic, Methods for knowledge acquisition and refinement in second generation expert systems, ACM SIGART Bulletin
	David J. Stracuzzi , Paul E. Utgoff, Randomized Variable Elimination, The Journal of Machine Learning Research, 5, p.1331-1362, 12/1/2004
	E. J. González , A. F. Hamilton , L. Moreno , R. L. Marichal , V. Muñoz, Software experience when using ontologies in a multi-agent system for automated planning and scheduling, Software—Practice & Experience, v.36 n.7, p.667-688, June 2006
	Yael Eisenthal , Gideon Dror , Eytan Ruppin, Facial Attractiveness: Beauty and the Machine, Neural Computation, v.18 n.1, p.119-142, January 2006
	Mingyang Gu , Agnar Aamodt , Xin Tong, Component retrieval using conversational case-based reasoning, Intelligent information processing II, Springer-Verlag, London, 2004
	Daniel Nikovski , Veselin Kulev, Induction of compact decision trees for personalized recommendation, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Jong-Hoon Oh , Key-Sun Choi, An ensemble of transliteration models for information retrieval, Information Processing and Management: an International Journal, v.42 n.4, p.980-1002, July 2006
	Fangming Zhu , Steven Guan, Ordered incremental training for GA-based classifiers, Pattern Recognition Letters, v.26 n.14, p.2135-2151, 15 October 2005
	Takao Miura , Isamu Shioya, Assessment by belief, Proceedings of the 12th Australasian database conference, p.131-137, January 29-February 01, 2001, Queensland, Australia
	Eric Brill, Transformation-based error-driven learning and natural language processing: a case study in part-of-speech tagging, Computational Linguistics, v.21 n.4, p.543-565, December 1995
	Mary Elaine Califf , Raymond J. Mooney, Bottom-up relational learning of pattern matching rules for information extraction, The Journal of Machine Learning Research, 4, p.177-210, 12/1/2003
	Sandro Morasca, A proposal for using continuous attributes in classification trees, Proceedings of the 14th international conference on Software engineering and knowledge engineering, July 15-19, 2002, Ischia, Italy
	S. R. Gunn , J. S. Kandola, Structural Modelling with Sparse Kernels, Machine Learning, v.48 n.1-3, p.137-163, 2002
	Tom Bylander, Estimating Generalization Error on Two-Class Datasets Using Out-of-Bag Estimates, Machine Learning, v.48 n.1-3, p.287-297, 2002
	Chao-Ton Su , Long-Sheng Chen , Tai-Lin Chiang, A neural network based information granulation approach to shorten the cellular phone test process, Computers in Industry, v.57 n.5, p.412-423, June 2006
	Tony Lindgren , Henrik Boström, Resolving rule conflicts with double induction, Intelligent Data Analysis, v.8 n.5, p.457-468, October 2004
	Mark Last, Online classification of nonstationary data streams, Intelligent Data Analysis, v.6 n.2, p.129-147, April 2002
	Lili Liu , Andrew K. C. Wong , Yang Wang, A global optimal algorithm for class-dependent discretization of continuous data, Intelligent Data Analysis, v.8 n.2, p.151-170, April 2004
	Ivan Bruha , Josef Tkadlec, Rule quality for multiple-rule classifier: Empirical expertise and theoretical methodology, Intelligent Data Analysis, v.7 n.2, p.99-124, April 2003
	Peter Geibel , Kristina Schädler , Fritz Wysotzki, Connectionist construction of prototypes from decision trees for graph classification, Intelligent Data Analysis, v.7 n.2, p.125-140, April 2003
	K. M. Ho , P. D. Scott, Reducing decision tree fragmentation through attribute value grouping: A comparative study, Intelligent Data Analysis, v.4 n.3,4, p.255-274, September 2000
	Aleksandar Lazarevic , Zoran Obradovic, Adaptive boosting techniques in heterogeneous and spatial databases, Intelligent Data Analysis, v.5 n.4, p.285-308, September 2001
	Matej \v{S}progar , Peter Kokol , \v{S}pela Hleb Babi\v{c} , Vili Podgorelec , Milan Zorman, Vector decision trees, Intelligent Data Analysis, v.4 n.3,4, p.305-321, September 2000
	Dimitrios Kalles , Athanasios Papagelis , Eirini Ntoutsi, Induction of decision trees in numeric domains using set-valued attributes, Intelligent Data Analysis, v.4 n.3,4, p.323-347, September 2000
	Estevam R. Hruschka, Jr. , Nelson F. F. Ebecken, Missing values prediction with K2, Intelligent Data Analysis, v.6 n.6, p.557-566, December 2002
	Choonjong Kwak , José A. Ventura , Karim Tofang-Sazi, Automated defect inspection and classification of leather fabric, Intelligent Data Analysis, v.5 n.4, p.355-370, September 2001
	Ivan Bruha, From machine learning to knowledge discovery: Survey of preprocessing and postprocessing, Intelligent Data Analysis, v.4 n.3,4, p.363-374, September 2000
	Andrew Kusiak, Innovation science: a primer, International Journal of Computer Applications in Technology, v.28 n.2/3, p.140-149, April 2007
	L. P. Khoo , Y. Y. Cai , Z. W. Xiong , Y. L. Lim , M. L. Wahlqvist , S. C. Fok, Computation tools for the combat of cardiovascular heart disease, International Journal of Computer Applications in Technology, v.21 n.1/2, p.16-22, September 2004
	Shu-Ching Chen , Mei-Ling Shyu , Chengcui Zhang , Min Chen, A multimodal data mining framework for soccer goal detection based on decision tree logic, International Journal of Computer Applications in Technology, v.27 n.4, p.312-323, October 2006
	Wen-Feng Hsiao , Hsin-Hui Lin , Te-Min Chang, Fuzzy consensus measure on verbal opinions, Expert Systems with Applications: An International Journal, v.35 n.3, p.836-842, October, 2008
	Yuan-Wei Huang , Ying-ping Chen, On the detection of general problem structures by using inductive linkage identification, Proceedings of the 11th Annual conference on Genetic and evolutionary computation, July 08-12, 2009, Montreal, Québec, Canada
	Andrew N. K. Chen , Paulo B. Goes , James R. Marsden, A Query-Driven Approach to the Design and Management of Flexible Database Systems, Journal of Management Information Systems, v.19 n.3, p.121-154, Number 3/Winter 2002/03
	Dursun Delen , Ramesh Sharda , Prajeeb Kumar, Movie forecast Guru: A Web-based DSS for Hollywood managers, Decision Support Systems, v.43 n.4, p.1151-1170, August, 2007
	Chaoqing Yu , Donna J. Peuquet, A GeoAgent-based framework for knowledge-oriented representation: Embracing social rules in GIS, International Journal of Geographical Information Science, v.23 n.7, p.923-960, July 2009
	Prasad Tadepalli , Stuart Russell, Learning from Examples and Membership Queries with Structured Determinations, Machine Learning, v.32 n.3, p.245-295, Sept. 1998
	Antonio Ciampi , Alina Dyachenko, Discovering and understanding change using multivariate trees: the RECPAM approach, Proceedings of the 8th WSEAS International Conference on Applied Mathematics, p.144-149, December 16-18, 2005, Tenerife, Spain
	Jiyuan An , Yi-Ping Phoebe Chen, Concept Learning of Text Documents, Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence, p.698-701, September 20-24, 2004
	Christophe Giraud-Carrier, A note on the utility of incremental learning, AI Communications, v.13 n.4, p.215-223, December 2000
	Sridhar Mahadevan , Georgios Theocharous , Nikfar Khaleeli, Rapid Concept Learning for Mobile Robots, Machine Learning, v.31 n.1-3, p.7-27, April/May/June 1998
	Saima Mushtaq , Soban Hameed , Amna Asad , Liaquat Majeed Sheikh, Automation of financial loaning system an analysis of classification algorithms on different data views, Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases, p.354-359, February 15-17, 2006, Madrid, Spain
	Chi-Chun Huang , Hahn-Ming Lee, A Grey-Based Nearest Neighbor Approach for Missing Attribute Value Prediction, Applied Intelligence, v.20 n.3, p.239-252, May-June 2004
	Leo Võhandu , Rein Kuusik , Ants Torim , Eik Aab , Grete Lind, Some algorithms for data table (re)ordering using monotone systems, Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases, p.417-422, February 15-17, 2006, Madrid, Spain
	Olac Fuentes , Randal C. Nelson, Learning Dextrous Manipulation Skills for MultifingeredRobot Hands Using the Evolution Strategy, Machine Learning, v.31 n.1-3, p.223-237, April/May/June 1998
	Corinne Plazanet , Nara Martini Bigolin , Anne Ruas, Experiments with Learning Techniques for Spatial Model Enrichment and Line Generalization, Geoinformatica, v.2 n.4, p.315-333, December 1998
	Monika Sester , Karl-Heinrich Anders , Volker Walter, Linking Objects of Different Spatial Data Sets by Integration and Aggregation, Geoinformatica, v.2 n.4, p.335-358, December 1998
	Scott Spangler , Jeffrey T. Kreulen , Justin Lessler, Generating and Browsing Multiple Taxonomies Over a Document Collection, Journal of Management Information Systems, v.19 n.4, p.191-212, Number 4/Spring 2003
	Roman Klinger , Günter Rudolph, Evolutionary composition of music with learned melody evaluation, Proceedings of the 5th WSEAS International Conference on Computational Intelligence, Man-Machine Systems and Cybernetics, p.234-239, November 20-22, 2006, Venice, Italy
	Estevam R. Hruschka, Jr. , Eduardo R. Hruschka , Nelson F. Ebecken, Bayesian networks for imputation in classification problems, Journal of Intelligent Information Systems, v.29 n.3, p.231-252, December 2007
	Jue Wang , Min Zhao , Kai Zhao , Suqing Han, Multilevel data summarization from information systems: a “rule + exception” approach, AI Communications, v.16 n.1, p.17-39, January 2003
	Tapio Elomaa , Juho Rousu, On the Computational Complexity of Optimal Multisplitting, Fundamenta Informaticae, v.47 n.1-2, p.35-52, January 2001
	Ilyes Jenhani , Nahla Ben Amor , Zied Elouedi, Decision trees as possibilistic classifiers, International Journal of Approximate Reasoning, v.48 n.3, p.784-807, August, 2008
	Li-pheng Khoo , Lian-yin Zhai, A rough set approach to the treatment of continuous-valued attributes in multi-concept classification for mechanical diagnosis, Artificial Intelligence for Engineering Design, Analysis and Manufacturing, v.15 n.3, p.211-221, June 2001
	David M. Dutton , Gerard V. Conroy, A review of machine learning, The Knowledge Engineering Review, v.12 n.4, p.341-367, December 1997
	Tim Menzies, Knowledge maintenance: the state of the art, The Knowledge Engineering Review, v.14 n.1, p.1-46, May 1999
	Alfred Kobsa , Jürgen Koenemann , Wolfgang Pohl, Personalised hypermedia presentation techniques for improving online customer relationships, The Knowledge Engineering Review, v.16 n.2, p.111-155, March 2001
	Babak Forouraghi, On utility of inductive learning in multiobjective robust design, Artificial Intelligence for Engineering Design, Analysis and Manufacturing, v.13 n.1, p.27-36, January 1999
	Leonard A. Breslow , David W. Aha, Simplifying decision trees: A survey, The Knowledge Engineering Review, v.12 n.1, p.1-40, January 1997
	Xiaohua Zhou , Hyoil Han , Isaac Chankai , Ann Prestrud , Ari Brooks, Approaches to text mining for clinical medical records, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Avrim Blum , Merrick Furst , Jeffrey Jackson , Michael Kearns , Yishay Mansour , Steven Rudich, Weakly learning DNF and characterizing statistical query learning using Fourier analysis, Proceedings of the twenty-sixth annual ACM symposium on Theory of computing, p.253-262, May 23-25, 1994, Montreal, Quebec, Canada
	Yannis E. Ionnidis , Tomas Saulys , Andrew J. Whitsitt, Conceptual learning in database design, ACM Transactions on Information Systems (TOIS), v.10 n.3, p.265-293, July 1992
	Tae Kyung Sung , Namsik Chang , Gunhee Lee, Dynamics of modeling in data mining: interpretive approach to bankruptcy prediction, Journal of Management Information Systems, v.16 n.1, p.63-85, June 1999
	Hsinchun Chen , Jinwoo Kim, GANNET: a machine learning approach to document retrieval, Journal of Management Information Systems, v.11 n.3, p.7-41, December 1994
	Ting-Peng Liang, Special section: research in integrating learning capabilities into information systems, Journal of Management Information Systems, v.9 n.4, p.5-15, March 1993
	Antoinette C. Tessmer , Michael J. Shaw , James A. Gentry, Inductive learning for international financial analysis: a layered approach, Journal of Management Information Systems, v.9 n.4, p.17-36, March 1993
	Michael W. Kattan , Dennis A. Adams , Michael S. Parks, A comparison of machine learning with human judgment, Journal of Management Information Systems, v.9 n.4, p.37-57, March 1993
	Melody Yihwa Kiang , Robert T. Chi , Kar Yan Tam, DKAS: a distributed knowledge acquisition system in a DSS, Journal of Management Information Systems, v.9 n.4, p.59-82, March 1993
	A. Joseph , N. E. Fenton , M. Neil, Predicting football results using Bayesian nets and other machine learning techniques, Knowledge-Based Systems, v.19 n.7, p.544-553, November, 2006
	Jr-Shian Chen , Ching-Hsue Cheng, Extracting classification rule of software diagnosis using modified MEPA, Expert Systems with Applications: An International Journal, v.34 n.1, p.411-418, January, 2008
	S. C. Tan , C. P. Lim , M. V. C. Rao, A hybrid neural network model for rule generation and its application to process fault detection and diagnosis, Engineering Applications of Artificial Intelligence, v.20 n.2, p.203-213, March, 2007
	Olcay Taner Yıldız , Onur Dikmen, Parallel univariate decision trees, Pattern Recognition Letters, v.28 n.7, p.825-832, May, 2007
	Rıdvan Saraçoğlu , Kemal Tütüncü , Novruz Allahverdi, A fuzzy clustering approach for finding similar documents using a novel similarity measure, Expert Systems with Applications: An International Journal, v.33 n.3, p.600-605, October, 2007
	Yang-Chi Chang , Po-Chuan Lai , Meng-Tsung Lee, An integrated approach for operational knowledge acquisition of refuse incinerators, Expert Systems with Applications: An International Journal, v.33 n.2, p.413-419, August, 2007
	S. K. Gupta , V. Bhatnagar , S. K. Wasan, Architecture for knowledge discovery and knowledge management, Knowledge and Information Systems, v.7 n.3, p.310-336, March 2005
	Esther Ge , Richi Nayak , Yue Xu , Yuefeng Li, Data mining for lifetime prediction of metallic components, Proceedings of the fifth Australasian conference on Data mining and analystics, p.75-81, November 29-30, 2006, Sydney, Australia
	Hillol Kargupta , Souptik Datta , Qi Wang , Krishnamoorthy Sivakumar, Random-data perturbation techniques and privacy-preserving data mining, Knowledge and Information Systems, v.7 n.4, p.387-414, May 2005
	Staff, Book Reviews, Computational Linguistics, v.29 n.4, p.655-664, December 2003
	Sébastien Thomassey , Antonio Fiordaliso, A hybrid sales forecasting system based on clustering and decision trees, Decision Support Systems, v.42 n.1, p.408-421, October 2006
	Vassilis G. Kaburlasos , Ioannis N. Athanasiadis , Pericles A. Mitkas, Fuzzy lattice reasoning (FLR) classifier and its application for ambient ozone estimation, International Journal of Approximate Reasoning, v.45 n.1, p.152-188, May, 2007
	Tony Lindgren, On handling conflicts between rules with numerical features, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Aparna S. Varde , Elke A. Rundensteiner , Carolina Ruiz , Mohammed Maniruzzaman , Richard D. Sisson, Jr., Learning semantics-preserving distance metrics for clustering graphical data, Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data, p.107-112, August 21-21, 2005, Chicago, Illinois
	Joaquim C. Felipe , Marcela X. Ribeiro , Elaine P. M. Sousa , Agma J. M. Traina , Caetano Jr Traina, Effective shape-based retrieval and classification of mammograms, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Thomas Degris , Olivier Sigaud , Pierre-Henri Wuillemin, Learning the structure of Factored Markov Decision Processes in reinforcement learning problems, Proceedings of the 23rd international conference on Machine learning, p.257-264, June 25-29, 2006, Pittsburgh, Pennsylvania
	Ester Yen , I-Wen Mike Chu, Relaxing instance boundaries for the search of splitting points of numerical attributes in classification trees, Information Sciences: an International Journal, v.177 n.5, p.1276-1289, March, 2007
	J. M. Martínez-Otzeta , B. Sierra , E. Lazkano , A. Astigarraga, Classifier hierarchy learning by means of genetic algorithms, Pattern Recognition Letters, v.27 n.16, p.1998-2004, December 2006
	Aparna S. Varde , Elke A. Rundensteiner , Carolina Ruiz , David C. Brown , Mohammmed Maniruzzaman , Richard D. Sisson, Designing semantics-preserving cluster representatives for scientific input conditions, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
	Frans Coenen , Paul Leng, The effect of threshold values on association rule based classification accuracy, Data & Knowledge Engineering, v.60 n.2, p.345-360, February, 2007
	W. S. Spangler , J. T. Kreulen , J. F. Newswanger, Machines in the conversation: detecting themes and trends in informal communication streams, IBM Systems Journal, v.45 n.4, p.785-799, October 2006
	Alexander Kostin, A simple and fast multi-class piecewise linear pattern classifier, Pattern Recognition, v.39 n.11, p.1949-1962, November, 2006
	Cheng-Lung Huang , Mu-Chen Chen , Chieh-Jen Wang, Credit scoring with a data mining approach based on support vector machines, Expert Systems with Applications: An International Journal, v.33 n.4, p.847-856, November, 2007
	Li-Min Wang , Xiao-Lin Li , Chun-Hong Cao , Sen-Miao Yuan, Combining decision tree and Naive Bayes for classification, Knowledge-Based Systems, v.19 n.7, p.511-515, November, 2006
	Jong-Hoon Oh , Key-Sun Choi , Hitoshi Isahara, A machine transliteration model based on correspondence between graphemes and phonemes, ACM Transactions on Asian Language Information Processing (TALIP), v.5 n.3, p.185-208, September 2006
	J. M. Martínez-Otzeta , B. Sierra , E. Lazkano , A. Astigarraga, Classifier hierarchy learning by means of genetic algorithms, Pattern Recognition Letters, v.27 n.16, p.1998-2004, December, 2006
	Kemal Polat , Salih Güneş, The effect to diagnostic accuracy of decision tree classifier of fuzzy and k-NN based weighted pre-processing methods to diagnosis of erythemato-squamous diseases, Digital Signal Processing, v.16 n.6, p.922-930, November, 2006
	Xiaodong Liu , Witold Pedrycz, The development of fuzzy decision trees in the framework of Axiomatic Fuzzy Set logic, Applied Soft Computing, v.7 n.1, p.325-342, January, 2007
	Ying Liu , Dengsheng Zhang , Guojun Lu , Wei-Ying Ma, A survey of content-based image retrieval with high-level semantics, Pattern Recognition, v.40 n.1, p.262-282, January, 2007
	Shuyuan Jin , Daniel So Yeung , Xizhao Wang, Network intrusion detection in covariance feature space, Pattern Recognition, v.40 n.8, p.2185-2197, August, 2007
	Sandhya Peddabachigari , Ajith Abraham , Crina Grosan , Johnson Thomas, Modeling intrusion detection system using hybrid intelligent systems, Journal of Network and Computer Applications, v.30 n.1, p.114-132, January 2007
	R. Y. Chen , D. D. Sheu , C. M. Liu, Vague knowledge search in the design for outsourcing using fuzzy decision tree, Computers and Operations Research, v.34 n.12, p.3628-3637, December, 2007
	Xin Jin , Rongyan Li , Xian Shen , Rongfang Bie, Automatic web pages categorization with ReliefF and Hidden Naive Bayes, Proceedings of the 2007 ACM symposium on Applied computing, March 11-15, 2007, Seoul, Korea
	R. Chandrasekaran , Young U. Ryu , Varghese S. Jacob , Sungchul Hong, Isotonic Separation, INFORMS Journal on Computing, v.17 n.4, p.462-474, October 2005
	Christopher Stewart , Ming Zhong , Kai Shen , Thomas O'Neill, Comprehensive depiction of configuration-dependent performance anomalies in distributed server systems, Proceedings of the 2nd conference on Hot Topics in System Dependability, p.1-1, November 08, 2006, Seattle, WA
	Xingquan Zhu , Taghi M. Khoshgoftaar , Ian Davidson , Shichao Zhang, Editorial: Special issue on mining low-quality data, Knowledge and Information Systems, v.11 n.2, p.131-136, February 2007
	Bart Massey , Mick Thomure , Raya Budrevich , Scott Long, Learning spam: simple techniques for freely-available software, Proceedings of the USENIX Annual Technical Conference 2003 on USENIX Annual Technical Conference, p.13-13, June 09-14, 2003, San Antonio, Texas
	Shital Shah , Andrew Kusiak, Cancer gene search with data-mining and genetic algorithms, Computers in Biology and Medicine, v.37 n.2, p.251-261, February, 2007
	Ana Carolina Lorena , André C. P. L. F. de Carvalho, Protein cellular localization prediction with Support Vector Machines and Decision Trees, Computers in Biology and Medicine, v.37 n.2, p.115-125, February, 2007
	Andrei Doncescu , Joseph Aguilar-Martin , Jean-Charles Atine, Image color segmentation using the fuzzy tree algorithm T-LAMDA, Fuzzy Sets and Systems, v.158 n.3, p.230-238, February, 2007
	Ching-Pao Chang , Chih-Ping Chu, Defect prevention in software processes: An action-based approach, Journal of Systems and Software, v.80 n.4, p.559-570, April, 2007
	Mohamed G. Gouda , Alex X. Liu, Structured firewall design, Computer Networks: The International Journal of Computer and Telecommunications Networking, v.51 n.4, p.1106-1120, March, 2007
	Salvatore Rinzivillo , Franco Turini, Knowledge discovery from spatial transactions, Journal of Intelligent Information Systems, v.28 n.1, p.1-22, February 2007
	Chen-Fu Chien , Li-Fei Chen, Data mining to improve personnel selection and enhance human capital: A case study in high-technology industry, Expert Systems with Applications: An International Journal, v.34 n.1, p.280-290, January, 2008
	Emad W. Saad , Donald C. Wunsch, II, Neural network explanation using inversion, Neural Networks, v.20 n.1, p.78-93, January, 2007
	E. Francesconi , A. Passerini, Automatic classification of provisions in legislative texts, Artificial Intelligence and Law, v.15 n.1, p.1-17, January 2007
	Z. Zhu , H. He , J. A. Starzyk , C. Tseng, Self-organizing learning array and its application to economic and financial problems, Information Sciences: an International Journal, v.177 n.5, p.1180-1192, March, 2007
	Varghese S. Jacob , Ramayya Krishnan , Young U. Ryu, Internet content filtering using isotonic separation on content category ratings, ACM Transactions on Internet Technology (TOIT), v.7 n.1, p.1-es, February 2007
	JungWoo Ha , JaeHong Eom , SungChun Kim , ByoungTak Zhang, Evolutionary hypernetwork models for aptamer-based cardiovascular disease diagnosis, Proceedings of the 2007 GECCO conference companion on Genetic and evolutionary computation, July 07-11, 2007, London, United Kingdom
	Yali Amit , Donald Geman, Shape quantization and recognition with randomized trees, Neural Computation, v.9 n.7, p.1545-1588, Oct. 1, 1997
	Hillol Kargupta , Byung-hoon Park, Gene Expression and Fast Construction of Distributed Evolutionary Representation, Evolutionary Computation, v.9 n.1, p.43-69, January 2001
	Michael Wurst , Katharina Morik, Distributed feature extraction in a p2p setting: a case study, Future Generation Computer Systems, v.23 n.1, p.69-75, January 2007
	W. Wang , P. Jones , D. Partridge, A Comparative Study of Feature-Salience Ranking Techniques, Neural Computation, v.13 n.7, p.1603-1623, July 2001
	F. Emekci , O. D. Sahin , D. Agrawal , A. El Abbadi, Privacy preserving decision tree learning over multiple parties, Data & Knowledge Engineering, v.63 n.2, p.348-361, November, 2007
	Frank Gilfeather , Vikas Hamine , Paul Helman , Julie Hutt , Terry Loring , C. Rick Lyons , Robert Veroff, Learning and modeling biosignatures from tissue images, Computers in Biology and Medicine, v.37 n.11, p.1539-1552, November, 2007
	Sigurdur Ólafsson , Jaekyung Yang, Intelligent Partitioning for Feature Selection, INFORMS Journal on Computing, v.17 n.3, p.339-355, Summer 2005
	A. Abbasian , S. Hatami , A. Afzali-Kusha , M. Pedram, Wavelet-based dynamic power management for nonstationary service requests, ACM Transactions on Design Automation of Electronic Systems (TODAES), v.13 n.1, p.1-41, January 2008
	Yunlei Li , Lodewyk F. A. Wessels , Dick de Ridder , Marcel J. T. Reinders, Classification in the presence of class noise using a probabilistic Kernel Fisher method, Pattern Recognition, v.40 n.12, p.3349-3357, December, 2007
	Daisuke Torii , Toru Ishida , Francois Bousquet, Modeling agents and interactions in agricultural economics, Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems, May 08-12, 2006, Hakodate, Japan
	Reyhan Aydoğan , Pinar Yolum, Learning consumer preferences using semantic similarity, Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems, May 14-18, 2007, Honolulu, Hawaii
	Leila Shila Shafti , Eduardo Pérez, Reducing complex attribute interaction through non-algebraic feature construction, Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications, p.359-365, February 12-14, 2007, Innsbruck, Austria
	Dominik Luebbers , Udo Grimmer , Matthias Jarke, Systematic development of data mining-based data quality tools, Proceedings of the 29th international conference on Very large data bases, p.548-559, September 09-12, 2003, Berlin, Germany
	Min Zhao , Su-Qing Han , Jue Wang, Tree expressions for information systems, Journal of Computer Science and Technology, v.22 n.2, p.297-307, March 2007
	Akihiro Inokuchi , Koichi Takeda , Noriko Inaoka , Fumihiko Wakao, MedTAKMI-CDI: interactive knowledge discovery for clinical decision intelligence, IBM Systems Journal, v.46 n.1, p.115-133, January 2007
	Salsabil Trabelsi , Zied Elouedi , Khaled Mellouli, Pruning belief decision tree methods in averaging and conjunctive approaches, International Journal of Approximate Reasoning, v.46 n.3, p.568-595, December, 2007
	Ayşegül Güven , Kemal Polat , Sadık Kara , Salih Güneş, The effect of generalized discriminate analysis (GDA) to the classification of optic nerve disease from VEP signals, Computers in Biology and Medicine, v.38 n.1, p.62-68, January, 2008
	Giuliano Armano , Alessandro Orro , Eloisa Vargiu, MASSP3: a system for predicting protein secondary structure, EURASIP Journal on Applied Signal Processing, v.2006 n.1, p.54-54, 01 January
	Silvia Alayón , Richard Robertson , Simon K. Warfield , Juan Ruiz-Alzola, A fuzzy system for helping medical diagnosis of malformations of cortical development, Journal of Biomedical Informatics, v.40 n.3, p.221-235, June, 2007
	Yiqiu Han , Wai Lam , Charles X. Ling, Customized classification learning based on query projections, Information Sciences: an International Journal, v.177 n.17, p.3557-3573, September, 2007
	W. Nick Street, Oblique Multicategory Decision Trees Using Nonlinear Programming, INFORMS Journal on Computing, v.17 n.1, p.25-31, Winter 2005
	Sriram Sankaranarayanan , Swarat Chaudhuri , Franjo Ivančić , Aarti Gupta, Dynamic inference of likely data preconditions over predicates by tree learning, Proceedings of the 2008 international symposium on Software testing and analysis, July 20-24, 2008, Seattle, WA, USA
	Robert Davey , Paul McCullagh , Gaye Lightbody , Gerry McAllister, Auditory brainstem response classification: A hybrid model using time and frequency features, Arificial Intelligence in Medicine, v.40 n.1, p.1-14, May, 2007
	Pramila Rani , Nilanjan Sarkar , Julie Adams, Anxiety-based affective communication for implicit human-machine interaction, Advanced Engineering Informatics, v.21 n.3, p.323-334, July, 2007
	Ali Ozturk , Ahmet Arslan, Classification of transcranial Doppler signals using their chaotic invariant measures, Computer Methods and Programs in Biomedicine, v.86 n.2, p.171-180, May, 2007
	Estevam R. Hruschka, Jr. , Nelson F. F. Ebecken, Towards efficient variables ordering for Bayesian networks classifier, Data & Knowledge Engineering, v.63 n.2, p.258-269, November, 2007
	Zhiyuan Chen , Tao Li, Addressing diverse user preferences in SQL-query-result navigation, Proceedings of the 2007 ACM SIGMOD international conference on Management of data, June 11-14, 2007, Beijing, China
	Daren Yu , Qinghua Hu , Congxin Wu, Short communication: Uncertainty measures for fuzzy relations and their applications, Applied Soft Computing, v.7 n.3, p.1135-1143, June, 2007
	E. Francesconi , G. Peruginelli, Searching and retrieving legal literature through automated semantic indexing, Proceedings of the 11th international conference on Artificial intelligence and law, June 04-08, 2007, Stanford, California
	Michał Bereta , Tadeusz Burczyński, Comparing binary and real-valued coding in hybrid immune algorithm for feature selection and classification of ECG signals, Engineering Applications of Artificial Intelligence, v.20 n.5, p.571-585, August, 2007
	Ying-Ho Liu , Chin-Chin Lin , Wen-Hsiung Lin , Fu Chang, Accelerating feature-vector matching using multiple-tree and sub-vector methods, Pattern Recognition, v.40 n.9, p.2392-2399, September, 2007
	Wei-Chou Chen , Ming-Chun Yang , Shian-Shyong Tseng, A novel feature selection method for large-scale data sets, Intelligent Data Analysis, v.9 n.3, p.237-251, May 2005
	Te-Min Chang , Yuehwern Yih, Constructing a Fuzzy Rule System from Examples, Integrated Computer-Aided Engineering, v.6 n.3, p.213-222, August 1999
	G. Dounias , G. Tselentis , V. S. Moustakis, Machine learning based feature extraction for quality control in a production line, Integrated Computer-Aided Engineering, v.8 n.4, p.325-336, December 2001
	Seong Keon Lee , Hyun-Cheol Kang , Sang-Tae Han , Kwang-Hwan Kim, Using Generalized Estimating Equation to Learn Decision Tree with Multivariate Responses, Data Mining and Knowledge Discovery, v.11 n.3, p.273-293, November 2005
	Sébastien Gambs , Balázs Kégl , Esma Aïmeur, Privacy-preserving boosting, Data Mining and Knowledge Discovery, v.14 n.1, p.131-170, February 2007
	Michael Beetz , Thorsten Schmitt , Robert Hanek , Sebastian Buck , Freek Stulp , Derik Schröter , Bernd Radig, The AGILO Robot Soccer Team—Experience-Based Learning and Probabilistic Reasoning in Autonomous Robot Control, Autonomous Robots, v.17 n.1, p.55-77, July 2004
	Trung Thanh Nguyen , Claire P. Willis , Derek J. Paddon , Sinh Hoa Nguyen , Hung Son Nguyen, Learning Sunspot Classification, Fundamenta Informaticae, v.72 n.1-3, p.295-309, January 2006
	Andrew Kusiak , Alex Burns , Ferman Milster, Optimizing combustion efficiency of a circulating fluidized boiler: A data mining approach, International Journal of Knowledge-based and Intelligent Engineering Systems, v.9 n.4, p.263-274, December 2005
	Doina Caragea , Adrian Silvescu , Vasant Honavar, A Framework for Learning from Distributed Data Using Sufficient Statistics and Its Application to Learning Decision Trees, International Journal of Hybrid Intelligent Systems, v.1 n.1-2, p.80-89, April 2004
	Kotagiri Ramamohanarao , Hongjian Fan, Patterns Based Classifiers, World Wide Web, v.10 n.1, p.71-83, March 2007
	Lloyd G. Greenwald , Tavaris J. Thomas, Toward undetected operating system fingerprinting, Proceedings of the first conference on First USENIX Workshop on Offensive Technologies, p.6-6, August 06, 2007, Boston, MA
	B. E. T. H. Twala , M. C. Jones , D. J. Hand, Good methods for coping with missing data in decision trees, Pattern Recognition Letters, v.29 n.7, p.950-956, May, 2008
	Xudong Yu , Steve Klein, Enhancing student learning using concept mapping and learning by teaching environment, Journal of Computing Sciences in Colleges, v.23 n.4, April 2008
	J. W. Sheppard , S. G. Butcher, A Formal Analysis of Fault Diagnosis with D-matrices, Journal of Electronic Testing: Theory and Applications, v.23 n.4, p.309-322, August 2007
	S. A. Papathanassiou , A. G. Kladas , J. A. Tegopoulos, Applications of artificial intelligence techniques in wind power generation, Integrated Computer-Aided Engineering, v.8 n.3, p.231-242, August 2001
	Xianyi Zeng , Da Ruan , Ludovic Koehl, Intelligent sensory evaluation: Concepts, implementations, and applications, Mathematics and Computers in Simulation, v.77 n.5-6, p.443-452, May, 2008
	Xingquan Zhu , Xindong Wu , Qijun Chen, Bridging Local and Global Data Cleansing: Identifying Class Noise in Large, Distributed Data Datasets, Data Mining and Knowledge Discovery, v.12 n.2-3, p.275-308, May 2006
	Atef Z. Ghalwash, A Recency Inference Engine for Connectionist Knowledge Bases, Applied Intelligence, v.9 n.3, p.201-215, November-December 1998
	Myung-Kuk Park , Ki K. Lee , Key-Mok Shon , Wan C. Yoon, Automating the Diagnosis and Rectification of Deflection Yoke Production Using Hybrid Knowledge Acquisition and Case-Based Reasoning, Applied Intelligence, v.15 n.1, p.25-40, July-August 2001
	Igor Kononenko , Edvard Šimec , Marko Robnik-Šikonja, Overcoming the Myopia of Inductive Learning Algorithms with RELIEFF, Applied Intelligence, v.7 n.1, p.39-55, January 1997
	Huan Liu , Rudy Setiono, Incremental Feature Selection, Applied Intelligence, v.9 n.3, p.217-230, November-December 1998
	Eliseo B. Reategui , John A. Campbell , Beatriz F. Leão, A Case-Based Model that Integrates Specificand General Knowledge in Reasoning, Applied Intelligence, v.7 n.1, p.79-90, January 1997
	Miquel Sànchez , Ulises Cortés , Javier Béjar , Joan De Grácia , Javier Lafuente , Manel Poch, Concept Formation in WWTP by Means of Classification Techniques: ACompared Study, Applied Intelligence, v.7 n.2, p.147-165, April 1997
	Esteban Alfaro , Noelia García , Matías Gámez , David Elizondo, Bankruptcy forecasting: An empirical comparison of AdaBoost and neural networks, Decision Support Systems, v.45 n.1, p.110-122, April, 2008
	Ron Sun , Todd Peterson , Edward Merrill, A Hybrid Architecture for Situated Learning of Reactive Sequential Decision Making, Applied Intelligence, v.11 n.1, p.109-127, July-August 1999
	Artur S. Avila Garcez , Gerson Zaverucha, The Connectionist Inductive Learning and Logic Programming System, Applied Intelligence, v.11 n.1, p.59-77, July-August 1999
	Michael Pazzani , Daniel Billsus, Learning and Revising User Profiles: The Identification ofInteresting Web Sites, Machine Learning, v.27 n.3, p.313-331, June 1997
	David W. Aha , Leonard A. Breslow , Héctor Muñoz-Avila, Conversational Case-Based Reasoning, Applied Intelligence, v.14 n.1, p.9-32, January-February 2001
	Hideo Simazu , Akihiro Shibata , Katsumi Nihei, ExpertGuide: A Conversational Case-Based Reasoning Tool for Developing Mentors in Knowledge Spaces, Applied Intelligence, v.14 n.1, p.33-48, January-February 2001
	Qiang Yang , Jing Wu, Enhancing the Effectiveness of Interactive Case-Based Reasoning with Clustering and Decision Forests, Applied Intelligence, v.14 n.1, p.49-64, January-February 2001
	David McSherry, Interactive Case-Based Reasoning in Sequential Diagnosis, Applied Intelligence, v.14 n.1, p.65-76, January-February 2001
	David McSherry , Donal Roantree, Characteristic Rule Discovery in Aurum-3, Applied Intelligence, v.11 n.3, p.297-304, November-December 1999
	Michael J. Pazzani, A Framework for Collaborative, Content-Based and Demographic Filtering, Artificial Intelligence Review, v.13 n.5-6, p.393-408, Dec. 1999
	Lluís Màrquez , Lluís Padró , Horacio Rodríguez, A Machine Learning Approach to POS Tagging, Machine Learning, v.39 n.1, p.59-91, April 2000
	Claire Cardie , Raymond J. Mooney, Guest Editors‘ Introduction: Machine Learning and Natural Language, Machine Learning, v.34 n.1-3, p.5-9, Feb. 1999
	Kenneth A. Kaufman , Ryszard S. Michalski, An Adjustable Description Quality Measure for Pattern Discovery Usingthe AQ Methodology, Journal of Intelligent Information Systems, v.14 n.2-3, p.199-216, March-June
	Walter Daelemans , Antal Van Den Bosch , Jakub Zavrel, Forgetting Exceptions is Harmful in Language Learning, Machine Learning, v.34 n.1-3, p.11-41, Feb. 1999
	Johannes Fürnkranz, Separate-and-Conquer Rule Learning, Artificial Intelligence Review, v.13 n.1, p.3-54, Jan. 1999
	David D. Jensen , Paul R. Cohen, Multiple Comparisons in Induction Algorithms, Machine Learning, v.38 n.3, p.309-338, March 2000
	Daniela Rosca , Sol Greenspan , Chris Wild, Enterprise Modeling and Decision-Support for Automating the Business Rules Lifecycle, Automated Software Engineering, v.9 n.4, p.361-404, October 2002
	Sridhar Mahadevan , Georgios Theocharous , Nikfar Khaleeli, Rapid Concept Learning for Mobile Robots, Autonomous Robots, v.5 n.3-4, p.239-251, July-August 1998
	Olac Fuentes , Randal C. Nelson, Learning Dextrous Manipulation Skills for Multifingered Robot Hands Using the Evolution Strategy, Autonomous Robots, v.5 n.3-4, p.395-405, July-August 1998
	Akhil Kumar, New Techniques for Data Reduction in a Database System for Knowledge Discovery Applications, Journal of Intelligent Information Systems, v.10 n.1, p.31-48, Jan./Feb., 1998
	Rich Caruana, Multitask Learning, Machine Learning, v.28 n.1, p.41-75, July 1997
	Justin C. W. Debuse , Victor J. Rayward-Smith, Feature Subset Selection within a Simulated Annealing DataMining Algorithm, Journal of Intelligent Information Systems, v.9 n.1, p.57-81, July/Aug. 1997
	J. Kent Martin, An Exact Probability Metric for Decision Tree Splitting and Stopping, Machine Learning, v.28 n.2-3, p.257-291, Aug./Sept. 1997
	John (Juyang) Weng , Narendra Ahuja , Thomas S. Huang, Learning Recognition and Segmentation Using the Cresceptron, International Journal of Computer Vision, v.25 n.2, p.109-143, Nov. 1997
	Hao Xing , Samuel H. Huang , J. Shi, Rapid development of knowledge-based systems via integrated knowledge acquisition, Artificial Intelligence for Engineering Design, Analysis and Manufacturing, v.17 n.3, p.221-234, June 2003
	Amel Borgi , Herman Akdag, Knowledge Based Supervised Fuzzy-Classification: An Application to Image Processing, Annals of Mathematics and Artificial Intelligence, v.32 n.1-4, p.67-86, August 2001
	Sergio Greco , Elio Masciari , Luigi Pontieri, Combining inductive and deductive tools for data analysis, AI Communications, v.14 n.2, p.69-82, April 2001
	Floor Verdenius , Maarten W. van Someren, Applications of inductive learning techniques: a survey in the Netherlands, AI Communications, v.10 n.1, p.3-20, January 1997
	Nada Lavrač , Igor Kononenko , Elpida Keravnou , Matjaž Kukar , Blaž Zupan, Intelligent data analysis for medical diagnosis: using machine learning and temporal abstraction, AI Communications, v.11 n.3,4, p.191-218, December 1998
	Christopher N. Eichelberger , Mirsad Hadzikadic, Investigating Agent Strategies within a Complex Adaptive System of Purchasing Agents for Estimating Attribute Relevance, Proceedings of the 2006 IEEE/WIC/ACM international conference on Web Intelligence and Intelligent Agent Technology, p.32-36, December 18-22, 2006
	Fulvio Cascio , Luca Console , Marcella Guagliumi , Massimo Osella , Andrea Panati , Sara Sottano , Daniele Theseider Dupré, Generating on-board diagnostics of dynamic automotive systems based on qualitative models[1]., AI Communications, v.12 n.1-2, p.33-43, January 1999
	Warodom Geamsakul , Tetsuya Yoshida , Kouzou Ohara , Hiroshi Motoda , Hideto Yokoi , Katsuhiko Takabayashi, Constructing a Decision Tree for Graph-Structured Data and its Applications, Fundamenta Informaticae, v.66 n.1-2, p.131-160, January 2005
	Ramon Lopez de Mantaras , Jesus Cerquides , Pere Garcia, Comparing information‐theoretic attribute selection measures: a statistical approach, AI Communications, v.11 n.2, p.91-100, April 1998
	Theodore Johnson , Laks V. S. Lakshmanan , Raymond T. Ng, The 3W Model and Algebra for Unified Data Mining, Proceedings of the 26th International Conference on Very Large Data Bases, p.21-32, September 10-14, 2000
	Rakesh Agrawal , Sakti P. Ghosh , Tomasz Imielinski , Balakrishna R. Iyer , Arun N. Swami, An Interval Classifier for Database Mining Applications, Proceedings of the 18th International Conference on Very Large Data Bases, p.560-573, August 23-27, 1992
	Yasuhiko Morimoto , Hiromu Ishii , Shinichi Morishita, Efficient Construction of Regression Trees with Range and Region Splitting, Proceedings of the 23rd International Conference on Very Large Data Bases, p.166-175, August 25-29, 1997
	Yasuhiko Morimoto , Takeshi Fukuda , Hirofumi Matsuzawa , Takeshi Tokuyama , Kunikazu Yoda, Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases, Proceedings of the 24rd International Conference on Very Large Data Bases, p.380-391, August 24-27, 1998
	Rajeev Rastogi , Kyuseok Shim, PUBLIC: A Decision Tree Classifier that Integrates Building and Pruning, Proceedings of the 24rd International Conference on Very Large Data Bases, p.404-415, August 24-27, 1998
	Jennifer Schroeder , Jennifer Xu , Hsinchun Chen , Michael Chau, Automated criminal link analysis based on domain knowledge: Research Articles, Journal of the American Society for Information Science and Technology, v.58 n.6, p.842-855, April 2007
	Tomasz Imielinski , B. R. Badrinath, Querying in Highly Mobile Distributed Environments, Proceedings of the 18th International Conference on Very Large Data Bases, p.41-52, August 23-27, 1992
	Johannes Gehrke , Raghu Ramakrishnan , Venkatesh Ganti, RainForest - A Framework for Fast Decision Tree Construction of Large Datasets, Proceedings of the 24rd International Conference on Very Large Data Bases, p.416-427, August 24-27, 1998
	Daniel Billsus , Michael J. Pazzani, User Modeling for Adaptive News Access, User Modeling and User-Adapted Interaction, v.10 n.2-3, p.147-180, 2000
	Taghi M. Khoshgoftaar , Edward B. Allen, Controlling Overfitting in Classification-Tree Models ofSoftware Quality, Empirical Software Engineering, v.6 n.1, p.59-79, March 2001
	Takeshi Fukuda , Yasuhiko Morimoto , Shinichi Morishita , Takeshi Tokuyama, Constructing Efficient Decision Trees by Using Optimized Numeric Association Rules, Proceedings of the 22th International Conference on Very Large Data Bases, p.146-155, September 03-06, 1996
	Ingrid Zukerman , David W. Albrecht, Predictive Statistical Models for User Modeling, User Modeling and User-Adapted Interaction, v.11 n.1-2, p.5-18, 2001
	John C. Shafer , Rakesh Agrawal , Manish Mehta, SPRINT: A Scalable Parallel Classifier for Data Mining, Proceedings of the 22th International Conference on Very Large Data Bases, p.544-555, September 03-06, 1996
	Fabrício Enembreck , Jean-Paul Brathès, ELA—A new Approach for Learning Agents, Autonomous Agents and Multi-Agent Systems, v.10 n.3, p.215-248, May 2005
	Michelle Galea , Qiang Shen , John Levine, Evolutionary approaches to fuzzy modelling for classification, The Knowledge Engineering Review, v.19 n.1, p.27-59, March 2004
	George Karypis, Multi-Constraint Mesh Partitioning for Contact/Impact Computations, Proceedings of the 2003 ACM/IEEE conference on Supercomputing, p.56, November 15-21, 2003
	Shaul Markovitch , Ronit Reger, Learning and Exploiting Relative Weaknesses of Opponent Agents, Autonomous Agents and Multi-Agent Systems, v.10 n.2, p.103-130, March 2005
	P. Povalej , P. Kokol, End user friendly data mining with decision trees: a reality or a wish?, Proceedings of the 2007 annual Conference on International Conference on Computer Engineering and Applications, p.35-40, January 17-19, 2007, Gold Coast, Queensland, Australia
	Sameer Pradhan , Kadri Hacioglu , Valerie Krugler , Wayne Ward , James H. Martin , Daniel Jurafsky, Support Vector Learning for Semantic Argument Classification, Machine Learning, v.60 n.1-3, p.11-39, September 2005
	Xiaohua Hu, A Data Mining Approach for Retailing Bank Customer Attrition Analysis, Applied Intelligence, v.22 n.1, p.47-60, January-February 2005
	I-Jen Chiang , Ming-Jium Shieh , Jane Yung-Jen Hsu , Jau-Min Wong, Building a Medical Decision Support System for Colon Polyp Screening by Using Fuzzy Classification Trees, Applied Intelligence, v.22 n.1, p.61-75, January-February 2005
	William H. Hsu , Michael Welge , Tom Redman , David Clutter, High-Performance Commercial Data Mining: A Multistrategy Machine Learning Application, Data Mining and Knowledge Discovery, v.6 n.4, p.361-391, October 2002
	Huan Liu , Farhad Hussain , Chew Lim Tan , Manoranjan Dash, Discretization: An Enabling Technique, Data Mining and Knowledge Discovery, v.6 n.4, p.393-423, October 2002
	Luc Dehaspe , Hannu Toivonen, Discovery of frequent DATALOG patterns, Data Mining and Knowledge Discovery, v.3 n.1, p.7-36, March 1999
	Endre Boros , Takashi Horiyama , Toshihide Ibaraki , Kazuhisa Makino , Mutsunori Yagiura, Finding Essential Attributes from Binary Data, Annals of Mathematics and Artificial Intelligence, v.39 n.3, p.223-257, November 2003
	M. R. W. Dawson , D. A. Medler , D. B. Mccaughan , L. Willson , M. Carbonaro, Using Extra Output Learning to Insert a Symbolic Theory into a Connectionist Network, Minds and Machines, v.10 n.2, p.171-201, May 2000
	Hendrik Blockeel , Luc De Raedt , Nico Jacobs , Bart Demoen, Scaling Up Inductive Logic Programming by Learning from Interpretations, Data Mining and Knowledge Discovery, v.3 n.1, p.59-93, March 1999
	Hendrik Blockeel , Jan Struyf, Efficient algorithms for decision tree cross-validation, The Journal of Machine Learning Research, 3, 3/1/2003
	Donald Gillies, Artificial Intelligence and Scientific Method, Oxford: Oxford University Press, 1996, xiii + 176 pp., $65.00 (cloth), ISBN 0-19-875158-3, $21.95 (paper), ISBN 0-19-875159-1., Minds and Machines, v.10 n.2, p.301-304, May 2000
	Arie Ben-David, Rule effectiveness in rule-based systems: A credit scoring case study, Expert Systems with Applications: An International Journal, v.34 n.4, p.2783-2788, May, 2008
	Sreerama K. Murthy, Automatic Construction of Decision Trees from Data: A Multi-Disciplinary Survey, Data Mining and Knowledge Discovery, v.2 n.4, p.345-389, December 1998
	S. O. Kuznetsov, Machine Learning on the Basis of Formal Concept Analysis, Automation and Remote Control, v.62 n.10, p.1543-1564, October 2001
	Srinivasan Ragothaman , Bijayananda Naik , Kumoli Ramakrishnan, Predicting Corporate Acquisitions: An Application of Uncertain Reasoning Using Rule Induction, Information Systems Frontiers, v.5 n.4, p.401-412, December 2003
	Shang-Ming Zhou , John Q. Gan, Low-level interpretability and high-level interpretability: a unified view of data-driven interpretable fuzzy system modelling, Fuzzy Sets and Systems, v.159 n.23, p.3091-3131, December, 2008
	Helge Langseth , Thomas D. Nielsen, Latent classification models for binary data, Pattern Recognition, v.42 n.11, p.2724-2736, November, 2009
	Xingquan Zhu , Xindong Wu, Class Noise vs. Attribute Noise: A Quantitative Study, Artificial Intelligence Review, v.22 n.3, p.177-210, 2004
	Yasuhiko Morimoto , Takeshi Fukuda , Shinichi Morishita , Takeshi Tokuyama, Implementation and Evaluation of Decision Trees with Rangeand Region Splitting, Constraints, v.2 n.3-4, p.401-427, 1997
	Johannes Gehrke , Raghu Ramakrishnan , Venkatesh Ganti, RainForest—A Framework for Fast Decision Tree Construction of Large Datasets, Data Mining and Knowledge Discovery, v.4 n.2-3, p.127-162, July 2000
	Foster Provost , Venkateswarlu Kolluri, A Survey of Methods for Scaling Up Inductive Algorithms, Data Mining and Knowledge Discovery, v.3 n.2, p.131-169, June 1999
	Francesco Mola , Roberta Siciliano, A fast splitting procedure for classification trees, Statistics and Computing, v.7 n.3, p.209-216, 1997
	Rajeev Rastogi , Kyuseok Shim, PUBLIC: A Decision Tree Classifier that Integrates Building and Pruning, Data Mining and Knowledge Discovery, v.4 n.4, p.315-344, October 2000
	Carla E. Brodley , Padhraic Smyth, Applying classification algorithms in practice, Statistics and Computing, v.7 n.1, p.45-56, 1997
	Sung-Dong Kim , Byoung-Tak Zhang , Yung Taek Kim, Learning-based Intrasentence Segmentation for Efficient Translation of Long Sentences, Machine Translation, v.16 n.3, p.151-174, September 2001
	V. Mousseau , R. Slowinski, Inferring an ELECTRE TRI Model from Assignment Examples, Journal of Global Optimization, v.12 n.2, p.157-174, March 1998
	Hugh Chipman , Robert E. McCulloch, Hierarchical priors for Bayesian CART shrinkage, Statistics and Computing, v.10 n.1, p.17-24, January 2000
	M. T. Martín-Valdivia , M. C. Díaz-Galiano , A. Montejo-Raez , L. A. Ureña-López, Using information gain to improve multi-modal information retrieval systems, Information Processing and Management: an International Journal, v.44 n.3, p.1146-1158, May, 2008
	William G. Wee , Srinivas Krovvidy, A knowledge based planning approach for waste water treatment system, Proceedings of the 3rd international conference on Industrial and engineering applications of artificial intelligence and expert systems, p.991-998, June 1990, Charleston, South Carolina, United States
	J. Shanahan , B. Thomas , M. Mirmehdi , T. Martin , N. Campbell , J. Baldwin, A Soft Computing Approach to Road Classification, Journal of Intelligent and Robotic Systems, v.29 n.4, p.349-387, December 2000
	Taghi M. Khoshgoftaar , Xiaojing Yuan , Edward B. Allen, Balancing Misclassification Rates in Classification-TreeModels of Software Quality, Empirical Software Engineering, v.5 n.4, p.313-330, December 2000
	Vladimir Brusic , John Zeleznikow, Knowledge discovery and data mining in biological databases, The Knowledge Engineering Review, v.14 n.3, p.257-277, September 1999
	D. Nauck , M. Spott , B. Azvine, SPIDA — A Novel Data Analysis Tool, BT Technology Journal, v.21 n.4, p.104-112, 2003
	Graeme E. Moss , Colin Runciman, Inductive benchmarking for purely functional data structures, Journal of Functional Programming, v.11 n.5, p.525-556, September 2001
	Yao-Tung Hsu , Tzung-Pei Hong , Shian-Shyong Tseng, Learning Concepts by Arranging Appropriate Training Order, Minds and Machines, v.11 n.3, p.399-415, August 2001
	Vili Podgorelec , Peter Kokol , Bruno Stiglic , Ivan Rozman, Decision Trees: An Overview and Their Use in Medicine, Journal of Medical Systems, v.26 n.5, p.445-463, October 2002
	Taghi M. Khoshgoftaar , Xiaojing Yuan , Edward B. Allen , Wendell D. Jones , John P. Hudepohl, Uncertain Classification of Fault-Prone Software Modules, Empirical Software Engineering, v.7 n.4, p.297-318, December 2002
	Chris Thornton, Brave Mobots Use Representation: Emergence ofRepresentation in Fight-or-Flight Learning, Minds and Machines, v.7 n.4, p.475-494, November 1997
	Rattikorn Hewett, Data Mining for Generating Predictive Models of Local Hydrology, Applied Intelligence, v.19 n.3, p.157-170, November-December 2003
	Kati Viikki , Erna Kentala , Martti Juhola , Ilmari Pyykkö , Pekka Honkavaara, Generating Decision Trees from Otoneurological Data with a Variable Grouping Method, Journal of Medical Systems, v.26 n.5, p.415-425, October 2002
	Tapio Elomaa , Juho Rousu, Efficient Multisplitting Revisited: Optima-Preserving Elimination of Partition Candidates, Data Mining and Knowledge Discovery, v.8 n.2, p.97-126, March 2004
	Chung-Chian Hsu , Yan-Ping Huang , Keng-Wei Chang, Extended Naive Bayes classifier for mixed data, Expert Systems with Applications: An International Journal, v.35 n.3, p.1080-1083, October, 2008
	Rajen B. Bhatt , M. Gopal, On the extension of functional dependency degree from crisp to fuzzy partitions, Pattern Recognition Letters, v.27 n.5, p.487-491, 1 April 2006
	Puntip Pattaraintakorn , Nick Cercone, A foundation of rough sets theoretical and computational hybrid intelligent system for survival analysis, Computers & Mathematics with Applications, v.56 n.7, p.1699-1708, October, 2008
	Eric P. Kasten , Philip K. McKinley, MESO: Supporting Online Decision Making in Autonomic Computing Systems, IEEE Transactions on Knowledge and Data Engineering, v.19 n.4, p.485-499, April 2007
	Mohammed E. El-Telbany, Mining the classification rules: the egyptian rice diseases as case study, Proceedings of the 4th WSEAS International Conference on Telecommunications and Informatics, p.1-4, March 13-15, 2005, Prague, Czech Republic
	Tinne Tuytelaars , Krystian Mikolajczyk, Local invariant feature detectors: a survey, Foundations and Trends in Computer Graphics and Vision, v.3 n.3, p.177-280, January 2008
	Ahmed Abbasi , Hsinchun Chen , Arab Salem, Sentiment analysis in multiple languages: Feature selection for opinion classification in Web forums, ACM Transactions on Information Systems (TOIS), v.26 n.3, p.1-34, June 2008
	Alan Dix , Damon Oram, Query-through-drilldown: data-oriented extensional queries, Proceedings of the working conference on Advanced visual interfaces, May 28-30, 2008, Napoli, Italy
	Byoung Uk Kim , Youssif Al-Nashif , Samer Fayssal , Salim Hariri , Mazin Yousif, Anomaly-based fault detection in pervasive computing system, Proceedings of the 5th international conference on Pervasive services, July 06-10, 2008, Sorrento, Italy
	Kemal Polat , Sadık Kara , Ayşegül Güven , Salih Güneş, Utilization of Discretization method on the diagnosis of optic nerve disease, Computer Methods and Programs in Biomedicine, v.91 n.3, p.255-264, September, 2008
	Kirsi Varpa , Kati Iltanen , Martti Juhola, Machine learning method for knowledge discovery experimented with otoneurological data, Computer Methods and Programs in Biomedicine, v.91 n.2, p.154-164, August, 2008
	Kemal Polat , Salih Güneş, A novel hybrid intelligent method based on C4.5 decision tree classifier and one-against-all approach for multi-class classification problems, Expert Systems with Applications: An International Journal, v.36 n.2, p.1587-1592, March, 2009
	Chi-Lin Lu , Ta-Cheng Chen, A study of applying data mining approach to the information disclosure for Taiwan's stock market investors, Expert Systems with Applications: An International Journal, v.36 n.2, p.3536-3542, March, 2009
	Faris Alqadah , Zhen Hu , Lawrence J. Mazlack, Identifying appropriate methodologies and strategies for vertical mining with incomplete data, WSEAS Transactions on Computers, v.7 n.12, p.1906-1915, December 2008
	Jens D. Nielsen , Rafael Rumí , Antonio Salmerón, Supervised classification using probabilistic decision graphs, Computational Statistics & Data Analysis, v.53 n.4, p.1299-1311, February, 2009
	Aritz Pérez , Pedro Larraòaga , Iòaki Inza, Bayesian classifiers based on kernel density estimation: Flexible classifiers, International Journal of Approximate Reasoning, v.50 n.2, p.341-362, February, 2009
	K. Crockett , Z. Bandar , J. O'Shea , J. Fowdar, A fuzzy numeric inference strategy for classification and regression problems, International Journal of Knowledge-based and Intelligent Engineering Systems, v.12 n.4, p.255-269, December 2008
	Jing Li , Nigel M. Allinson, A comprehensive review of current local features for computer vision, Neurocomputing, v.71 n.10-12, p.1771-1787, June, 2008
	M. Bacauskiene , A. Verikas , A. Gelzinis , D. Valincius, A feature selection technique for generation of classification committees and its application to categorization of laryngeal images, Pattern Recognition, v.42 n.5, p.645-654, May, 2009
	Jinjie Huang , Yunze Cai , Xiaoming Xu, A hybrid genetic algorithm for feature selection wrapper based on mutual information, Pattern Recognition Letters, v.28 n.13, p.1825-1844, October, 2007
	Han-Lin Li , Ming-Hsien Chen, Induction of multiple criteria optimal classification rules for biological and medical data, Computers in Biology and Medicine, v.38 n.1, p.42-52, January, 2008
	Yi Peng , Gang Kou , Yong Shi , Zhengxin Chen, A Multi-criteria Convex Quadratic Programming model for credit data analysis, Decision Support Systems, v.44 n.4, p.1016-1030, March, 2008
	Sanjeev Kumar , Aydin Nassehi , Stephen T. Newman , Richard D. Allen , Manoj K. Tiwari, Process control in CNC manufacturing for discrete components: A STEP-NC compliant framework, Robotics and Computer-Integrated Manufacturing, v.23 n.6, p.667-676, December, 2007
	Hector Gonzalez , Jiawei Han , Xiaolei Li , Margaret Myslinska , John Paul Sondag, Adaptive fastest path computation on a road network: a traffic mining approach, Proceedings of the 33rd international conference on Very large data bases, September 23-27, 2007, Vienna, Austria
	Dimitrios Kalles, Students working for students on programming courses, Computers & Education, v.50 n.1, p.91-97, January, 2008
	N. Sebe , M. S. Lew , Y. Sun , I. Cohen , T. Gevers , T. S. Huang, Authentic facial expression analysis, Image and Vision Computing, v.25 n.12, p.1856-1863, December, 2007
	Ferenc Peter Pach , Attila Gyenesei , Janos Abonyi, Compact fuzzy association rule-based classifier, Expert Systems with Applications: An International Journal, v.34 n.4, p.2406-2416, May, 2008
	M. Julia Flores , José A. Gámez , Juan L. Mateo, Mining the ESROM: A study of breeding value classification in Manchego sheep by means of attribute selection and construction, Computers and Electronics in Agriculture, v.60 n.2, p.167-177, March, 2008
	Gauvain Bourgne , Amal El Fallah Segrouchni , Henry Soldano, SMILE: Sound Multi-agent Incremental LEarning, Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems, May 14-18, 2007, Honolulu, Hawaii
	Shinn-Jang Ho , Chia-Yun Chang , Liang-Tsung Huang , Shiow-Fen Hwang , Shinn-Ying Ho, Acquisition of rule-based knowledge for analyzing DNA-binding sites in proteins, Proceedings of the 2nd international conference on Scalable information systems, June 06-08, 2007, Suzhou, China
	Claudia Kamphuis , Diederik Pietersma , Rik van der Tol , Martin Wiedemann , Henk Hogeveen, Using sensor data patterns from an automatic milking system to develop predictive variables for classifying clinical mastitis and abnormal milk, Computers and Electronics in Agriculture, v.62 n.2, p.169-181, July, 2008
	Detlef Sieling, Minimization of decision trees is hard to approximate, Journal of Computer and System Sciences, v.74 n.3, p.394-403, May, 2008
	Christopher League, Something for everyone: AI lab assignments that span learning styles and aptitudes, Journal of Computing Sciences in Colleges, v.23 n.5, p.142-149, May 2008
	Wei-Chou Chen , Shian-Shyong Tseng , Tzung-Pei Hong, An efficient bit-based feature selection method, Expert Systems with Applications: An International Journal, v.34 n.4, p.2858-2869, May, 2008
	Jin-Mao Wei , Shu-Qin Wang , Ming-Yang Wang , Jun-Ping You , Da-You Liu, Rough set based approach for inducing decision trees, Knowledge-Based Systems, v.20 n.8, p.695-702, December, 2007
	Geetha Jagannathan , Rebecca N. Wright, Privacy-preserving imputation of missing data, Data & Knowledge Engineering, v.65 n.1, p.40-56, April, 2008
	David Cornforth , Herbert Jelinek, Automated classification reveals morphological factors associated with dementia, Applied Soft Computing, v.8 n.1, p.182-190, January, 2008
	Xizhao Wang , Eric C. C. Tsang , Suyun Zhao , Degang Chen , Daniel S. Yeung, Learning fuzzy rules from fuzzy samples based on rough set technique, Information Sciences: an International Journal, v.177 n.20, p.4493-4514, October, 2007
	Bong-Horng Chu , Ming-Shian Tsai , Cheng-Seen Ho, Toward a hybrid data mining model for customer retention, Knowledge-Based Systems, v.20 n.8, p.703-718, December, 2007
	Rıdvan Saraçoğlu , Kemal Tütüncü , Novruz Allahverdi, A new approach on search for similar documents with multiple categories using fuzzy clustering, Expert Systems with Applications: An International Journal, v.34 n.4, p.2545-2554, May, 2008
	Paul Jen-Hwa Hu , Chih-Ping Wei , Tsang-Hsiang Cheng , Jian-Xun Chen, Predicting adequacy of vancomycin regimens: A learning-based classification approach to improving clinical decision making, Decision Support Systems, v.43 n.4, p.1226-1241, August, 2007
	Shing Chiang Tan , M. V. C. Rao , Chee Peng Lim, Fuzzy ARTMAP dynamic decay adjustment: An improved fuzzy ARTMAP model with a conflict resolving facility, Applied Soft Computing, v.8 n.1, p.543-554, January, 2008
	Seung Hwan Ryu , Fabio Casati , Halvard Skogsrud , Boualem Benatallah , Régis Saint-Paul, Supporting the dynamic evolution of Web service protocols in service-oriented architectures, ACM Transactions on the Web (TWEB), v.2 n.2, p.1-46, April 2008
	Justin Z. Zhan , Stan Matwin , LiWu Chang, Privacy-preserving multi-party decision tree induction, International Journal of Business Intelligence and Data Mining, v.2 n.2, p.197-212, June 2007
	Johannes L. Grabmeier , Larry A. Lambe, Decision trees for binary classification variables grow equally with the Gini impurity measure and Pearson's chi-square test, International Journal of Business Intelligence and Data Mining, v.2 n.2, p.213-226, June 2007
	E. Francesconi , G. Peruginelli, Retrieval of Italian legal literature: a case of semantic search using legal vocabulary, International Journal of Metadata, Semantics and Ontologies, v.1 n.3, p.207-215, February 2006
	Aparna s. Varde , Shuhui Ma , Mohammed Maniruzzaman , David c. Brown , Elke a. Rundensteiner , Richard d. Sissonjr., Comparing mathematical and heuristic approaches for scientific data analysis, Artificial Intelligence for Engineering Design, Analysis and Manufacturing, v.22 n.1, p.53-69, January 2008
	Fadila Bentayeb , Jerome Darmont , Cecile Favre , Cedric Udrea, Efficient online mining of large databases, International Journal of Business Information Systems, v.2 n.3, p.328-350, January 2007
	S. Appavu , R. Rajaram, Detection of e-mail concerning criminal activities using association rule-based decision tree, International Journal of Electronic Security and Digital Forensics, v.1 n.2, p.131-145, January 2007
	Huimin Zhao, A multi-objective genetic programming approach to developing Pareto optimal decision trees, Decision Support Systems, v.43 n.3, p.809-826, April, 2007
	Nicandro Cruz-Ramírez , Héctor Gabriel Acosta-Mesa , Humberto Carrillo-Calvet , Luis Alonso Nava-Fernández , Rocío Erandi Barrientos-Martínez, Diagnosis of breast cancer using Bayesian networks: A case study, Computers in Biology and Medicine, v.37 n.11, p.1553-1564, November, 2007
	Qinggang Meng , Mark Lee, Error-driven active learning in growing radial basis function networks for early robot learning, Neurocomputing, v.71 n.7-9, p.1449-1461, March, 2008
	Ying Liu , Dengsheng Zhang , Guojun Lu, Region-based image retrieval with high-level semantics using decision tree learning, Pattern Recognition, v.41 n.8, p.2554-2570, August, 2008
	Kemal Polat , Şebnem Yosunkaya , Salih Güneş, Comparison of Different Classifier Algorithms on the Automated Detection of Obstructive Sleep Apnea Syndrome, Journal of Medical Systems, v.32 n.3, p.243-250, June 2008
	Amitava Karmaker , Stephen Kwek, A boosting approach to remove class label noise, International Journal of Hybrid Intelligent Systems, v.3 n.3, p.169-177, August 2006
	J. Zico Kolter , Marcus A. Maloof, Dynamic Weighted Majority: An Ensemble Method for Drifting Concepts, The Journal of Machine Learning Research, 8, p.2755-2790, 12/1/2007
	Marlon Núñez , Raúl Fidalgo , Rafael Morales, Learning in Environments with Unknown Dynamics: Towards more Robust Concept Learners, The Journal of Machine Learning Research, 8, p.2595-2628, 12/1/2007
	Anubhav Gupta , K. L. Mcmillan , Zhaohui Fu, Automated assumption generation for compositional verification, Formal Methods in System Design, v.32 n.3, p.285-301, June 2008
	Iftikhar U. Sikder , Toshinori Munakata, Application of rough set and decision tree for characterization of premonitory factors of low seismic activity, Expert Systems with Applications: An International Journal, v.36 n.1, p.102-110, January, 2009
	Ghim-Eng Yap , Ah-Hwee Tan , Hwee-Hwa Pang, Discovering and Exploiting Causal Dependencies for Robust Mobile Context-Aware Recommenders, IEEE Transactions on Knowledge and Data Engineering, v.19 n.7, p.977-992, July 2007
	Subramanian Appavu , Ramasamy Rajaram, Knowledge-based system for text classification using ID6NB algorithm, Knowledge-Based Systems, v.22 n.1, p.1-7, January, 2009
	Desheng Wu, Detecting information technology impact on firm performance using DEA and decision tree, International Journal of Information Technology and Management, v.5 n.2/3, p.162-174, June 2006
	Jaideep Vaidya , Chris Clifton , Murat Kantarcioglu , A. Scott Patterson, Privacy-preserving decision trees over vertically partitioned data, ACM Transactions on Knowledge Discovery from Data (TKDD), v.2 n.3, p.1-27, October 2008
	QingXiang Wu , David A. Bell , Girijesh Prasad , Thomas Martin McGinnity, A Distribution-Index-Based Discretizer for Decision-Making with Symbolic AI Approaches, IEEE Transactions on Knowledge and Data Engineering, v.19 n.1, p.17-28, January 2007
	Ye Chen , Divakaran Liginlal, A maximum entropy approach to feature selection in knowledge-based authentication, Decision Support Systems, v.46 n.1, p.388-398, December, 2008
	Yen-Liang Chen , Lucas Tzu-Hsuan Hung, Using decision trees to summarize associative classification rules, Expert Systems with Applications: An International Journal, v.36 n.2, p.2338-2351, March, 2009
	J. L. Flores , I. Inza , P. Larrañaga, Wrapper discretization by means of estimation of distribution algorithms, Intelligent Data Analysis, v.11 n.5, p.525-545, October 2007
	Amitava Karmaker , Stephen Kwek, An iterative refinement approach for data cleaning, Intelligent Data Analysis, v.11 n.5, p.547-560, October 2007
	Fan Min , Qihe Liu , Chunlan Fang, Rough sets approach to symbolic value partition, International Journal of Approximate Reasoning, v.49 n.3, p.689-700, November, 2008
	Ting Su , Jennifer G. Dy, In search of deterministic methods for initializing K-means and Gaussian mixture clustering, Intelligent Data Analysis, v.11 n.4, p.319-338, September 2007
	Dumitru Dan Burdescu , Marian Cristian Mihaescu, Blending e-learning and knowledge management for optimizing learning paths, Proceedings of the 7th WSEAS International Conference on Artificial intelligence, knowledge engineering and data bases, p.396-402, February 20-22, 2008, Cambridge, UK
	A. Serengul Guven Smith , Ann Blandford, MLTutor: An Application of Machine Learning Algorithms for an Adaptive Web-based Information System, International Journal of Artificial Intelligence in Education, v.13 n.2-4, p.235-261, April 2003
	Baghdad Atmani_aff1n2 , Bouziane Beldjilali, Neuro-IG: A Hybrid System for Selection and Elimination of Predictor Variables and non Relevant Individuals, Informatica, v.18 n.2, p.163-186, April 2007
	Kemal Polat , Sadık Kara , Ayşegül Güven , Salih Güneş, Review: Usage of class dependency based feature selection and fuzzy weighted pre-processing methods on classification of macular disease, Expert Systems with Applications: An International Journal, v.36 n.2, p.2584-2591, March, 2009
	David Mcsherry, Mixed-initiative problem solving with decision trees, Artificial Intelligence Review, v.28 n.1, p.17-33, June 2007
	E. Francesconi , G. Peruginelli, Retrieval of Italian legal literature: a case of semantic search using legal vocabulary, Proceedings of the 2005 international conference on Dublin Core and metadata applications: vocabularies in practice, September 12-15, 2005, Madrid, Spain
	Ding-An Chiang , Huan-Chao Keh , Hui-Hua Huang , Derming Chyr, The Chinese text categorization system with association rule and category priority, Expert Systems with Applications: An International Journal, v.35 n.1-2, p.102-110, July, 2008
	Devinder Kaur , Haricharan Pulugurta, Comparitive analysis of fuzzy decision tree and logistic regression methods for pavement treatment prediction, WSEAS Transactions on Information Science and Applications, v.5 n.6, p.979-990, June 2008
	José del Campo-Ávila , Gonzalo Ramos-Jiménez , João Gama , Rafael Morales-Bueno, Improving the performance of an incremental algorithm driven by error margins, Intelligent Data Analysis, v.12 n.3, p.305-318, August 2008
	Xi-Zhao Wang , Jun-Hai Zhai , Shu-Xia Lu, Induction of multiple fuzzy decision trees based on rough set technique, Information Sciences: an International Journal, v.178 n.16, p.3188-3202, August, 2008
	Till Quack , Bastian Leibe , Luc Van Gool, World-scale mining of objects and events from community photo collections, Proceedings of the 2008 international conference on Content-based image and video retrieval, July 07-09, 2008, Niagara Falls, Canada
	Arik Friedman , Ran Wolff , Assaf Schuster, Providing k-anonymity in data mining, The VLDB Journal — The International Journal on Very Large Data Bases, v.17 n.4, p.789-804, July 2008
	Hsuan-Tien Lin , Ling Li, Support Vector Machinery for Infinite Ensemble Learning, The Journal of Machine Learning Research, 9, p.285-312, 6/1/2008
	Sanjay Kumar Shukla , M. K. Tiwari, Soft decision trees: A genetically optimized cluster oriented approach, Expert Systems with Applications: An International Journal, v.36 n.1, p.551-563, January, 2009
	Y. Siradeghyan , A. Zakarian , P. Mohanty, Entropy-based associative classification algorithm for mining manufacturing data, International Journal of Computer Integrated Manufacturing, v.21 n.7, p.825-838, October 2008
	Alan S. Abrahams , Adrian B. Becker , Daniel Sabido , Rosskyn D'Souza , George Makriyiannis , Michal Krasnodebski, Inducing a marketing strategy for a new pet insurance company using decision trees, Expert Systems with Applications: An International Journal, v.36 n.2, p.1914-1921, March, 2009
	Shenghuo Zhu , Tao Li , Zhiyuan Chen , Dingding Wang , Yihong Gong, Dynamic active probing of helpdesk databases, Proceedings of the VLDB Endowment, v.1 n.1, August 2008
	Fong-Ching Yuan , Chaochang Chiu, A hierarchical design of case-based reasoning in the balanced scorecard application, Expert Systems with Applications: An International Journal, v.36 n.1, p.333-342, January, 2009
	Selwyn Piramuthu , Riyaz T. Sikora, Iterative feature construction for improving inductive learning algorithms, Expert Systems with Applications: An International Journal, v.36 n.2, p.3401-3406, March, 2009
	Kevin Gold , Marek Doniec , Christopher Crick , Brian Scassellati, Robotic vocabulary building using extension inference and implicit contrast, Artificial Intelligence, v.173 n.1, p.145-166, January, 2009
	Qinbao Song , Martin Shepperd , Xiangru Chen , Jun Liu, Can k-NN imputation improve the performance of C4.5 with small software project data sets? A comparative evaluation, Journal of Systems and Software, v.81 n.12, p.2361-2370, December, 2008
	Dinora A. Morales , Endika Bengoetxea , Pedro Larrañaga, Selection of human embryos for transfer by Bayesian classifiers, Computers in Biology and Medicine, v.38 n.11-12, p.1177-1186, November, 2008
	Masayuki Nakamura , Atsushi Sakurai , Takumi Yamada , Jiro Nakamura, Adaptive sensor/actuator networks for tracking environment control behaviors, Proceedings of the 5th international conference on Soft computing as transdisciplinary science and technology, October 28-31, 2008, Cergy-Pontoise, France
	Jun Xu, Formalizing natural-language spatial relations between linear objects with topological and metric properties, International Journal of Geographical Information Science, v.21 n.4, p.377-395, January 2007
	Chin-Jui Chang , Shiahn-Wern Shyue, A study on the application of data mining to disadvantaged social classes in Taiwan's population census, Expert Systems with Applications: An International Journal, v.36 n.1, p.510-518, January, 2009
	Lior Cohen , Gil Avrahami , Mark Last , Abraham Kandel, Info-fuzzy algorithms for mining dynamic data streams, Applied Soft Computing, v.8 n.4, p.1283-1294, September, 2008
	Huimin Zhao , Atish P. Sinha , Wei Ge, Effects of feature construction on classification performance: An empirical study in bank failure prediction, Expert Systems with Applications: An International Journal, v.36 n.2, p.2633-2644, March, 2009
	Van Tung Tran , Bo-Suk Yang , Myung-Suck Oh , Andy Chit Chiow Tan, Fault diagnosis of induction motor based on decision trees and adaptive neuro-fuzzy inference, Expert Systems with Applications: An International Journal, v.36 n.2, p.1840-1849, March, 2009
	Ephraim Nissan, SELECT TOPICS IN LEGAL EVIDENCE AND ASSISTANCE BY ARTIFICIAL INTELLIGENCE TECHNIQUES, Cybernetics and Systems, v.39 n.4, p.333-394, May 2008
	Nader Mirzadeh , Francesco Ricci, COOPERATIVE QUERY REWRITING FOR DECISION MAKING SUPPORT AND RECOMMENDER SYSTEMS, Applied Artificial Intelligence, v.21 n.10, p.895-932, November 2007
	Jose Ranilla , Luis J. Rodriguez-Muniz, A Heuristic Approach to Learning Rules from Fuzzy Databases, IEEE Intelligent Systems, v.22 n.2, p.62-68, March 2007
	Weiming Hu , Ou Wu , Zhouyao Chen , Zhouyu Fu , Steve Maybank, Recognition of Pornographic Web Pages by Classifying Texts and Images, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.29 n.6, p.1019-1034, June 2007
	Atish P. Sinha , Huimin Zhao, Incorporating domain knowledge into data mining classifiers: An application in indirect lending, Decision Support Systems, v.46 n.1, p.287-299, December, 2008
	Yeu-Shiang Huang , Bo-Chang Huang, Recognition of multi-interval rules in dataset with continuous-valued attributes, Expert Systems with Applications: An International Journal, v.36 n.2, p.1485-1492, March, 2009
	K. Ashwin Kumar , Yashwardhan Singh , Sudip Sanyal, Hybrid approach using case-based reasoning and rule-based reasoning for domain independent clinical decision support in ICU, Expert Systems with Applications: An International Journal, v.36 n.1, p.65-71, January, 2009
	Leonardo Rocha , Fernando Mourão , Adriano Pereira , Marcos André Gonçalves , Wagner Meira, Jr., Exploiting temporal contexts in text classification, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Pietari Pulkkinen , Jarmo Hytönen , Hannu Koivisto, Developing a bioaerosol detector using hybrid genetic fuzzy systems, Engineering Applications of Artificial Intelligence, v.21 n.8, p.1330-1346, December, 2008
	Fei Wang , Changshui Zhang, Label Propagation through Linear Neighborhoods, IEEE Transactions on Knowledge and Data Engineering, v.20 n.1, p.55-67, January 2008
	Shian-Shyong Tseng , Shun-Chieh Lin, VODKA: Variant objects discovering knowledge acquisition, Expert Systems with Applications: An International Journal, v.36 n.2, p.2433-2450, March, 2009
	Y. Y. Wang , J. Li, Feature-selection ability of the decision-tree algorithm and the impact of feature-selection/extraction on decision-tree results based on hyperspectral data, International Journal of Remote Sensing, v.29 n.10, p.2993-3010, May 2008
	Cheng-Jung Tsai , Chien-I. Lee , Wei-Pang Yang, Mining decision rules on data streams in the presence of concept drifts, Expert Systems with Applications: An International Journal, v.36 n.2, p.1164-1178, March, 2009
	Ruey-Shiang Guh , Yeou-Ren Shiue, An effective application of decision tree learning for on-line detection of mean shifts in multivariate control charts, Computers and Industrial Engineering, v.55 n.2, p.475-493, September, 2008
	C. C. Yang , W. T. Lin , H. M. Chen , Y. H. Shi, Improving scheduling of emergency physicians using data mining analysis, Expert Systems with Applications: An International Journal, v.36 n.2, p.3378-3387, March, 2009
	Blanca Rodríguez , Óscar Pérez , Jesús García , José M. Molina, MACHINE LEARNING TECHNIQUES FOR ACQUIRING NEW KNOWLEDGE IN IMAGE TRACKING, Applied Artificial Intelligence, v.22 n.3, p.266-282, March 2008
	A. Salappa , M. Doumpos , C. Zopounidis, Feature selection algorithms in classification problems: an experimental evaluation, Optimization Methods & Software, v.22 n.1, p.199-212, February 2007
	Jeremy T. Brudvik , Jeffrey P. Bigham , Anna C. Cavender , Richard E. Ladner, Hunting for headings: sighted labeling vs. automatic classification of headings, Proceedings of the 10th international ACM SIGACCESS conference on Computers and accessibility, October 13-15, 2008, Halifax, Nova Scotia, Canada
	Márcio P. Basgalupp , Rodrigo C. Barros , André C. P. L. F. de Carvalho , Alex A. Freitas , Duncan D. Ruiz, LEGAL-tree: a lexicographic multi-objective genetic algorithm for decision tree induction, Proceedings of the 2009 ACM symposium on Applied Computing, March 08-12, 2009, Honolulu, Hawaii
	Yeou-Ren Shiue, Development of two-level decision tree-based real-time scheduling system under product mix variety environment, Robotics and Computer-Integrated Manufacturing, v.25 n.4-5, p.709-720, August, 2009
	Sabum Jung , Taesoo Lim , Dongsoo Kim, Integrating radial basis function networks with case-based reasoning for product design, Expert Systems with Applications: An International Journal, v.36 n.3, p.5695-5701, April, 2009
	Roberto Navigli, Word sense disambiguation: A survey, ACM Computing Surveys (CSUR), v.41 n.2, p.1-69, February 2009
	Jiyuan An , Yi-Ping Phoebe Chen, Brief Communication: Finding rule groups to classify high dimensional gene expression datasets, Computational Biology and Chemistry, v.33 n.1, p.108-113, February, 2009
	Eduardo R. Hruschka , Antonio J. T. Garcia , Estevam R. Hruschka, Jr , Nelson F. F. Ebecken, On the influence of imputation in classification: practical issues, Journal of Experimental & Theoretical Artificial Intelligence, v.21 n.1, p.43-58, March 2009
	Lizhi Peng , Bo Yang , Yuehui Chen , Ajith Abraham, Data gravitation based classification, Information Sciences: an International Journal, v.179 n.6, p.809-819, March, 2009
	Chien-Chou Shih , Ding-An Chiang , Sheng-Wei Lai , Yen-Wei Hu, Applying hybrid data mining techniques to web-based self-assessment system of Study and Learning Strategies Inventory, Expert Systems with Applications: An International Journal, v.36 n.3, p.5523-5532, April, 2009
	Shyi-Ming Chen , Jen-Da Shie, Fuzzy classification systems based on fuzzy information gain measures, Expert Systems with Applications: An International Journal, v.36 n.3, p.4517-4522, April, 2009
	Chihli Hung , Jing-Hong Chen, A selective ensemble based on expected probabilities for bankruptcy prediction, Expert Systems with Applications: An International Journal, v.36 n.3, p.5297-5303, April, 2009
	Eduardo N. Borges , Renata M. Galante , Marcos A. Gonçalves, Uma abordagem efetiva e eficiente para deduplicação de metadados bibliográficos de objetos digitais, Proceedings of the 23rd Brazilian symposium on Databases, October 13-17, 2008, Campinas, Sao Paulo, Brazil
	Jiajun Yan , David B. Bracewell , Fuji Ren , Shingo Kuroiwa, Integration of Multiple Classifiers for Chinese Semantic Dependency Analysis, Electronic Notes in Theoretical Computer Science (ENTCS), 225, p.457-468, January, 2009
	Yen-Liang Chen , Hsiao-Wei Hu , Kwei Tang, Constructing a decision tree from data with hierarchical class labels, Expert Systems with Applications: An International Journal, v.36 n.3, p.4838-4847, April, 2009
	Michael Mannino , Yanjuan Yang , Young Ryu, Classification algorithm sensitivity to training data with non representative attribute noise, Decision Support Systems, v.46 n.3, p.743-751, February, 2009
	Yen-Liang Chen , Chia-Chi Wu , Kwei Tang, Building a cost-constrained decision tree with multiple condition attributes, Information Sciences: an International Journal, v.179 n.7, p.967-979, March, 2009
	Mei-Hua Hsu , Shihmin Cheng, Toward an optimum combination of English teachers for objective teaching, Expert Systems with Applications: An International Journal, v.36 n.3, p.5942-5947, April, 2009
	B. Chandra , P. Paul Varghese, Moving towards efficient decision tree construction, Information Sciences: an International Journal, v.179 n.8, p.1059-1069, March, 2009
	Shih-Wei Lin , Yeou-Ren Shiue , Shih-Chi Chen , Hui-Miao Cheng, Applying enhanced data mining approaches in predicting bank performance: A case of Taiwanese commercial banks, Expert Systems with Applications: An International Journal, v.36 n.9, p.11543-11551, November, 2009
	Fu Chang , Chien-Hsing Chou, A bi-prototype theory of facial attractiveness, Neural Computation, v.21 n.3, p.890-910, March 2009
	Nikolaos Mastrogiannis , Basilis Boutsinas , Ioannis Giannikos, A method for improving the accuracy of data mining classification algorithms, Computers and Operations Research, v.36 n.10, p.2829-2839, October, 2009
	Marcelo Gabriel Armentano , Analía Amandi, Plan recognition for interface agents, Artificial Intelligence Review, v.28 n.2, p.131-162, August 2007
	Lars Asker , Atelach Alemu Argaw , Björn Gambäck , Samuel Eyassu Asfeha , Lemma Nigussie Habte, Classifying Amharic webnews, Information Retrieval, v.12 n.3, p.416-435, June 2009
	Kevin Gold, An information pipeline model of human-robot interaction, Proceedings of the 4th ACM/IEEE international conference on Human robot interaction, March 09-13, 2009, La Jolla, California, USA
	Duoqian Miao , Qiguo Duan , Hongyun Zhang , Na Jiao, Rough set based hybrid algorithm for text classification, Expert Systems with Applications: An International Journal, v.36 n.5, p.9168-9174, July, 2009
	You-Shyang Chen , Ching-Hsue Cheng, Evaluating industry performance using extracted RGR rules based on feature selection and rough sets classifier, Expert Systems with Applications: An International Journal, v.36 n.5, p.9448-9456, July, 2009
	Jiuyong Li , Ada Wai-chee Fu , Paul Fahey, Efficient discovery of risk patterns in medical data, Arificial Intelligence in Medicine, v.45 n.1, p.77-89, January, 2009
	Long-Sheng Chen , Chun-Chin Hsu , Yu-Shan Chang, MDS: a novel method for class imbalance learning, Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication, January 15-16, 2009, Suwon, Korea
	Hsiang-Yang Chen , Ting-Wei Hou , Chao-Hua Chuang, Applying data mining to explore the risk factors of parenting stress, Expert Systems with Applications: An International Journal, v.37 n.1, p.598-601, January, 2010
	Faris Alqadah , Zhen Hu , Lawrence J. Mazlack, Vertical mining with incomplete data, Proceedings of the 10th WSEAS international conference on Mathematical methods, computational techniques and intelligent systems, p.380-385, October 26-28, 2008, Corfu, Greece
	Xingquan Zhu , Xindong Wu , Ying Yang, Error detection and impact-sensitive instance ranking in noisy datasets, Proceedings of the 19th national conference on Artifical intelligence, p.378-383, July 25-29, 2004, San Jose, California
	Christopher Stewart , Kai Shen , Arun Iyengar , Jian Yin, Configuration-space performance anomaly depiction, Proceedings of the 2nd Workshop on Large-Scale Distributed Systems and Middleware, September 15-17, 2008, Yorktown Heights, New York
	Satanjeev Banerjee , Alexander I. Rudnicky, You are what you say: using meeting participants' speech to detect their roles and expertise, Proceedings of the HLT-NAACL 2006 Workshop on Analyzing Conversations in Text and Speech, p.23-30, June 08-08, 2006, New York City, New York
	Fen Xia , Wensheng Zhang , Fuxin Li , Yanwu Yang, Ranking with decision tree, Knowledge and Information Systems, v.17 n.3, p.381-395, November 2008
	Luís Nunes , Eugénio Oliveira, Communication during learning in heterogeneous teams of learning agents, Intelligent Decision Technologies, v.2 n.3, p.153-166, August 2008
	Gang Xu , Lazaros G. Papageorgiou, A mixed integer optimisation model for data classification, Computers and Industrial Engineering, v.56 n.4, p.1205-1215, May, 2009
	Erick Alphonse , Aomar Osmani, On the connection between the phase transition of the covering test and the learning success rate in ILP, Machine Learning, v.70 n.2-3, p.135-150, March 2008
	Matthew Chang , Chung Keung Poon, Using phrases as features in email classification, Journal of Systems and Software, v.82 n.6, p.1036-1045, June, 2009
	Fan Min , Qihe Liu, A hierarchical model for test-cost-sensitive decision systems, Information Sciences: an International Journal, v.179 n.14, p.2442-2452, June, 2009
	Saman Harati Zadeh , Saeed Bagheri Shouraki , Ramin Halavati, Using Decision Trees to Model an Emotional Attention Mechanism, Proceeding of the 2008 conference on Artificial General Intelligence 2008: Proceedings of the First AGI Conference, p.374-385, June 20, 2008
	Richi Nayak, Generating rules with predicates, terms and variables from the pruned neural networks, Neural Networks, v.22 n.4, p.405-414, May, 2009
	Jie Ouyang , Nilesh Patel , Ishwar Sethi, Induction of multiclass multifeature split decision trees from distributed data, Pattern Recognition, v.42 n.9, p.1786-1794, September, 2009
	Michael Levit , Dilek Hakkani-Tür , Gokhan Tur , Daniel Gillick, IXIR: A statistical information distillation system, Computer Speech and Language, v.23 n.4, p.527-542, October, 2009
	Maria Rocha Sousa , Joaquim Pinto da Costa, A Tripartite Scorecard for the Pay/No pay Decision-Making in the Retail Banking Industry, Proceeding of the 2008 conference on Applications of Data Mining in E-Business and Finance, p.45-50, June 26, 2008
	Enn Tyugu, Algorithms and Architectures of Artificial Intelligence, Proceeding of the 2007 conference on Algorithms and Architectures of Artificial Intelligence, p.1-171, June 09, 2007
	Shihyen Chen , Bin Ma , Kaizhong Zhang, On the similarity metric and the distance metric, Theoretical Computer Science, v.410 n.24-25, p.2365-2376, May, 2009
	Abhijit Gosavi, Reinforcement Learning: A Tutorial Survey and Recent Advances, INFORMS Journal on Computing, v.21 n.2, p.178-192, Spring 2009
	Tao-Hsing Chang , Chia-Hoang Lee , Hak-Ping Tam, On Issues of Feature Extraction in Chinese Automatic Essay Scoring System, Proceeding of the 2007 conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work, p.545-547, June 08, 2007
	Saher Esmeir , Shaul Markovitch, When a decision tree learner has plenty of time, proceedings of the 21st national conference on Artificial intelligence, p.1597-1600, July 16-20, 2006, Boston, Massachusetts
	Todd Hester , Peter Stone, Generalized model learning for reinforcement learning in factored domains, Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems, May 10-15, 2009, Budapest, Hungary
	Yeou-Ren Shiue , Ruey-Shiang Guh , Tsung-Yuan Tseng, GA-based learning bias selection mechanism for real-time scheduling systems, Expert Systems with Applications: An International Journal, v.36 n.9, p.11451-11460, November, 2009
	David McSherry, Increasing dialogue efficiency in case-based reasoning without loss of solution quality, Proceedings of the 18th international joint conference on Artificial intelligence, p.121-126, August 09-15, 2003, Acapulco, Mexico
	Han-Wei Hsiao , Cathy S. Lin , Ssu-Yang Chang, Constructing an ARP attack detection system with SNMP traffic data mining, Proceedings of the 11th International Conference on Electronic Commerce, August 12-15, 2009, Taipei, Taiwan
	Jun Zhang , Lei Ye, Content based image retrieval using unclean positive examples, IEEE Transactions on Image Processing, v.18 n.10, p.2370-2375, October 2009
	Pablo A. Estévez , Michel Tesmer , Claudio A. Perez , Jacek M. Zurada, Normalized mutual information feature selection, IEEE Transactions on Neural Networks, v.20 n.2, p.189-201, February 2009
	John A. Bohada , David Riaòo, Knowledge production and integration for diagnosis, treatment and prognosis in medicine, Proceeding of the 2005 conference on Artificial Intelligence Research and Development, p.149-156, May 12, 2005
	V. N. Vagin , M. V. Fomina , A. V. Kulikov, The Problem of Object Recognition in the Presence of Noise in Original Data, Proceeding of the 2008 conference on Tenth Scandinavian Conference on Artificial Intelligence: SCAI 2008, p.60-67, June 22, 2008
	Francisco J. Ruiz , Cecilio Angulo , Núria Agell , Xari Rovira , Mónica Sánchez , Francesc Prats, A Discretization Process in Accordance with a Qualitative Ordered Output, Proceeding of the 2005 conference on Artificial Intelligence Research and Development, p.273-280, May 12, 2005
	Eva Armengol, Knowledge Discovery with Explained Case-Based Reasoning, Proceeding of the 2008 conference on Artificial Intelligence Research and Development: Proceedings of the 11th International Conference of the Catalan Association for Artificial Intelligence, p.151-160, July 03, 2008
	Zuqiang Meng , Zhongzhi Shi, A fast approach to attribute reduction in incomplete decision systems with tolerance relation-based rough sets, Information Sciences: an International Journal, v.179 n.16, p.2774-2793, July, 2009
	Hiroshi Motoda , Kenichi Yoshida, Machine learning techniques to make computers easier to use, Proceedings of the Fifteenth international joint conference on Artifical intelligence, p.1622-1631, August 23-29, 1997, Nagoya, Japan
	Orna Grumberg , Shlomi Livne , Shaul Markovitch, Learning to order BDD variables in verification, Journal of Artificial Intelligence Research, v.18 n.1, p.83-116, January 2003
	Jong-Hoon Oh , Key-Sun Choi , Hitoshi Isahara, A comparison of different machine transliteration models, Journal of Artificial Intelligence Research, v.27 n.1, p.119-151, September 2006
	Paul Davidsson, Integrating models of discrimination and characterization for learning from examples in open domains, Proceedings of the Fifteenth international joint conference on Artifical intelligence, p.840-845, August 23-29, 1997, Nagoya, Japan
	Luca Console , Claudia Picardi , Daniele Theseider Dupré, Temporal decision trees: model-based diagnosis of dynamic systems on-board, Journal of Artificial Intelligence Research, v.19 n.1, p.469-512, July 2003
	Sholom M. Weiss , Nitin Indurkhya, Rule-based machine learning methods for functional prediction, Journal of Artificial Intelligence Research, v.3 n.1, p.383-403, June 1995
	Peter Idestam-Almquist, Generalization of clauses under implication, Journal of Artificial Intelligence Research, v.3 n.1, p.467-489, June 1995
	Charles X. Ling , Handong Wang, Alignment algorithms for learning to read aloud, Proceedings of the Fifteenth international joint conference on Artifical intelligence, p.874-879, August 23-29, 1997, Nagoya, Japan
	Christophe G. Giraud-Carrier , Tony R. Martinez, An integrated framework for learning and reasoning, Journal of Artificial Intelligence Research, v.3 n.1, p.147-185, June 1995
	Ira Goldstein , Özlem Uzuner, Specializing for predicting obesity and its co-morbidities, Journal of Biomedical Informatics, v.42 n.5, p.873-886, October, 2009
	Michael Munie , Yoav Shoham, Optimal testing of structured knowledge, Proceedings of the 23rd national conference on Artificial intelligence, p.1069-1074, July 13-17, 2008, Chicago, Illinois
	George Drastal , Gabor Czako , Stan Raatz, Induction in an abstraction space: a form of constructive induction, Proceedings of the 11th international joint conference on Artificial intelligence, p.708-712, August 20-25, 1989, Detroit, Michigan
	Raymond Mooney , Jude Shavlik , Geoffrey Towell , Alan Gove, An experimental comparison of symbolic and connectionist learning algorithms, Proceedings of the 11th international joint conference on Artificial intelligence, p.775-780, August 20-25, 1989, Detroit, Michigan
	Sholom M. Weiss , Ioannis Kapouleas, An empirical comparison of pattern recognition, neural nets, and machine learning classification methods, Proceedings of the 11th international joint conference on Artificial intelligence, p.781-787, August 20-25, 1989, Detroit, Michigan
	David Tcheng , Bruce Lambert , Stephen C-Y. Lu , Larry Rendell, Building robust learning systems by combining induction and optimization, Proceedings of the 11th international joint conference on Artificial intelligence, p.806-812, August 20-25, 1989, Detroit, Michigan
	Wray Buntine, A critique of the valiant model, Proceedings of the 11th international joint conference on Artificial intelligence, p.837-842, August 20-25, 1989, Detroit, Michigan
	Douglas H. Fisher , Kathleen B. McKusick, An empirical comparison of ID3 and back-propagation, Proceedings of the 11th international joint conference on Artificial intelligence, p.788-793, August 20-25, 1989, Detroit, Michigan
	David W. Aha , Dennis Kibler, Noise-tolerant instance-based learning algorithms, Proceedings of the 11th international joint conference on Artificial intelligence, p.794-799, August 20-25, 1989, Detroit, Michigan
	Oleg Ledeniov , Shaul Markovitch, The divide-and-conquer subgoal-ordering algorithm for speeding up logic inference, Journal of Artificial Intelligence Research, v.9 n.1, p.37-97, August 1998
	Douglas H. Fisher, Noise-tolerant conceptual clustering, Proceedings of the 11th international joint conference on Artificial intelligence, p.825-830, August 20-25, 1989, Detroit, Michigan
	David W. Opitz , Jude W. Shavlik, Connectionist theory refinement: genetically searching the space of network topologies, Journal of Artificial Intelligence Research, v.6 n.1, p.177-209, January 1997
	Sreerama K. Murthy , Simon Kasif , Steven Salzberg, A system for induction of oblique decision trees, Journal of Artificial Intelligence Research, v.2 n.1, p.1-32, August 1994
	Peter Shell , Jaime Carbonell, Towards a general framework for composing disjunctive and iterative macro-operators, Proceedings of the 11th international joint conference on Artificial intelligence, p.596-602, August 20-25, 1989, Detroit, Michigan
	Diane J. Cook , R. Craig Varnell, Adaptive parallel iterative deepening search, Journal of Artificial Intelligence Research, v.9 n.1, p.139-166, August 1998
	Pat Langley , Wayne Iba, Average-case analysis of a nearest neighbor algorthim, Proceedings of the 13th international joint conference on Artifical intelligence, p.889-894, August 28-September 03, 1993, Chambery, France
	Geoffrey I. Webb, Further experimental evidence against the utility of Occam's razor, Journal of Artificial Intelligence Research, v.4 n.1, p.397-417, Jnauary 1996
	Giulia Pagallo, Learning DNF by decision trees, Proceedings of the 11th international joint conference on Artificial intelligence, p.639-644, August 20-25, 1989, Detroit, Michigan
	Christopher J. Matheus , Larry A. Rendell, Constructive induction on decision trees, Proceedings of the 11th international joint conference on Artificial intelligence, p.645-650, August 20-25, 1989, Detroit, Michigan
	Shaul Markovitch , Yaron Sella, Learning of resource allocation strategies for game playing, Proceedings of the 13th international joint conference on Artifical intelligence, p.974-979, August 28-September 03, 1993, Chambery, France
	Stephen Soderland , Wendy Lehnert, Wrap-Up: a trainable discourse module for information extraction, Journal of Artificial Intelligence Research, v.2 n.1, p.131-158, August 1994
	Sebastian B. Thrun , Tom M. Mitchell, Integrating inductive neural network learning and explanation-based learning, Proceedings of the 13th international joint conference on Artifical intelligence, p.930-936, August 28-September 03, 1993, Chambery, France
	Saher Esmeir , Shaul Markovitch, Anytime induction of low-cost, low-error classifiers: a sampling-based approach, Journal of Artificial Intelligence Research, v.33 n.1, p.1-31, September 2008
	Tapio Elomaa , Matti Kääriäinen, An analysis of reduced error pruning, Journal of Artificial Intelligence Research, v.15 n.1, p.163-187, July 2001
	Daniel Dvorak , Benjamin Kuipers, Model-based monitoring of dynamic systems, Proceedings of the 11th international joint conference on Artificial intelligence, p.1238-1243, August 20-25, 1989, Detroit, Michigan
	Doug Fisher, Iterative optimization and simplification of hierarchical clusterings, Journal of Artificial Intelligence Research, v.4 n.1, p.147-179, Jnauary 1996
	Xingquan Zhu , Xindong Wu , Taghi M. Khoshgoftaar , Yong Shi, An empirical study of the noise impact on cost-sensitive learning, Proceedings of the 20th international joint conference on Artifical intelligence, p.1168-1173, January 06-12, 2007, Hyderabad, India
	Nittaya Kerdprasop , Natthapon Pannurat , Kittisak Kerdprasop, Medical knowledge induction with higher-order horn clauses and meta-programming, Proceedings of the 9th WSEAS international conference on Simulation, modelling and optimization, p.98-103, September 03-05, 2009, Budapest, Hungary
	Elisabeth Le Saux , Philippe Lenca , Philippe Picouet , Jean-Pierre Barthelemy, An anthropocentric tool for decision making support, Proceedings of the 16th international joint conference on Artifical intelligence, p.338-343, July 31-August 06, 1999, Stockholm, Sweden
	Edwin D. De Jong, Autonomous concept formation, Proceedings of the 16th international joint conference on Artifical intelligence, p.344-349, July 31-August 06, 1999, Stockholm, Sweden
	Andrew Gilpin , Tuomas Sandholm, Information-theoretic approaches to branching in search, Proceedings of the 20th international joint conference on Artifical intelligence, p.2286-2292, January 06-12, 2007, Hyderabad, India
	Nevin L. Zhang , David Poole, On the role of context-specific independence in probabilistic inference, Proceedings of the 16th international joint conference on Artificial intelligence, p.1288-1293, July 31-August 06, 1999, Stockholm, Sweden
	J. R. Quinlan, Generating production rules from decision trees, Proceedings of the 10th international joint conference on Artificial intelligence, p.304-307, August 23-29, 1987, Milan, Italy
	Kazuo Miyashita , Katia Sycara, Improving system performance in case-based iterative optimization through knowledge filtering, Proceedings of the 14th international joint conference on Artificial intelligence, p.371-376, August 20-25, 1995, Montreal, Quebec, Canada
	Sandip Sen , Leslie Knight, A genetic prototype learner, Proceedings of the 14th international joint conference on Artificial intelligence, p.725-731, August 20-25, 1995, Montreal, Quebec, Canada
	Endre Boros , Toshihide Ibaraki , Kazuhisa Makino, Logical analysis of binary data with missing bits, Artificial Intelligence, v.107 n.2, p.219-263, February, 1999
	Jorge Ribeiro , José Neves , Juan Sanchez , Manuel Delgado , José Machado , Paulo Novais, Wine vinification prediction using data mining tools, Proceedings of the 3rd international conference on European computing conference, p.78-85, June 26-28, 2009, Tbilisi, Georgia
	Petra Kralj Novak , Nada Lavrač , Geoffrey I. Webb, Supervised Descriptive Rule Discovery: A Unifying Survey of Contrast Set, Emerging Pattern and Subgroup Mining, The Journal of Machine Learning Research, 10, p.377-403, June 2009
	Patrick M. Murphy , Michael J. Pazzani, Exploring the decision forest: an empirical investigation of Occam's razor in decision tree induction, Journal of Artificial Intelligence Research, v.1 n.1, p.257-275, August 1993
	Moshe Koppel , Ronen Feldman , Alberto Maria Segre, Bias-driven revision of logical domain theories, Journal of Artificial Intelligence Research, v.1 n.1, p.159-208, August 1993
	Charles X. Ling, Learning the past tense of English verbs: the symbolic pattern associator vs. connectionist models, Journal of Artificial Intelligence Research, v.1 n.1, p.209-229, August 1993
	Simon Handley, A new class of function sets for solving sequence problems, Proceedings of the First Annual Conference on Genetic Programming, July 28-31, 1996, Stanford, California
	Wray Buntine, Classifiers: a theoretical and empirical study, Proceedings of the 12th international joint conference on Artificial intelligence, p.638-644, August 24-30, 1991, Sydney, New South Wales, Australia
	Kenneth A. De Jong , William M. Spears, Learning concept classification rules using genetic algorithms, Proceedings of the 12th international joint conference on Artificial intelligence, p.651-656, August 24-30, 1991, Sydney, New South Wales, Australia
	Floriana Esposito , Donato Malerba , Giovanni Semeraro, Flexible matching for noisy structural descriptions, Proceedings of the 12th international joint conference on Artificial intelligence, p.658-664, August 24-30, 1991, Sydney, New South Wales, Australia
	I. Bajla , I. Holländer , M. Minichmayr , G. Gmeiner , Ch. Reichel, GASepo-a software solution for quantitative analysis of digital images in Epo doping control, Computer Methods and Programs in Biomedicine, v.80 n.3, p.246-270, December, 2005
	Sholom M. Weiss , Nitin Indurkhya, Reduced complexity rule induction, Proceedings of the 12th international joint conference on Artificial intelligence, p.678-684, August 24-30, 1991, Sydney, New South Wales, Australia
	David Chapman , Leslie Pack Kaelbling, Input generalization in delayed reinforcement learning: an algorithm and performance comparisons, Proceedings of the 12th international joint conference on Artificial intelligence, p.726-731, August 24-30, 1991, Sydney, New South Wales, Australia
	Jason Catlett, Overpruning large decision trees, Proceedings of the 12th international joint conference on Artificial intelligence, p.764-769, August 24-30, 1991, Sydney, New South Wales, Australia
	David Heath , Simon Kasif , S. Rao Kosaraju , Steven Salzberg , Gregory Sullivan, Learning nested concept classes with limited storage, Proceedings of the 12th international joint conference on Artificial intelligence, p.777-782, August 24-30, 1991, Sydney, New South Wales, Australia
	James P. Callan , Tom E. Fawcett , Edwina L. Rissland, CABOT: an adaptive approach to case-based search, Proceedings of the 12th international joint conference on Artificial intelligence, p.803-808, August 24-30, 1991, Sydney, New South Wales, Australia
	Kathleen B. McKusick , Pat Langley, Constraints on tree structure in concept formation, Proceedings of the 12th international joint conference on Artificial intelligence, p.810-816, August 24-30, 1991, Sydney, New South Wales, Australia
	Harish Ragavan , Selwyn Piramuthu, The utility of feature construction for back-propagation, Proceedings of the 12th international joint conference on Artificial intelligence, p.844-848, August 24-30, 1991, Sydney, New South Wales, Australia
	Jungsoon Yoo , Doug Fisher, Concept formation over explanations and problem-solving experience, Proceedings of the 12th international joint conference on Artificial intelligence, p.630-636, August 24-30, 1991, Sydney, New South Wales, Australia
	Sreerama Murthy , Steven Salzberg, Lookahead and pathology in decision tree induction, Proceedings of the 14th international joint conference on Artificial intelligence, p.1025-1031, August 20-25, 1995, Montreal, Quebec, Canada
	Igor Kononenko, On biases in estimating multi-valued attributes, Proceedings of the 14th international joint conference on Artificial intelligence, p.1034-1040, August 20-25, 1995, Montreal, Quebec, Canada
	Julio Ortega , Doug Fisher, Flexibly exploiting prior knowledge in empirical learning, Proceedings of the 14th international joint conference on Artificial intelligence, p.1041-1047, August 20-25, 1995, Montreal, Quebec, Canada
	Usama M. Fayyad, SKICAT: sky image cataloging and analysis tool, Proceedings of the 14th international joint conference on Artificial intelligence, p.2067-2068, August 20-25, 1995, Montreal, Quebec, Canada
	Henrik Bostrom, Covering vs divide-and-conquer for top-down induction of logic programs, Proceedings of the 14th international joint conference on Artificial intelligence, p.1194-1200, August 20-25, 1995, Montreal, Quebec, Canada
	E. Francesconi , G. Peruginelli, Integrated access to legal literature through automated semantic classification, Artificial Intelligence and Law, v.17 n.1, p.31-49, March 2009
	Luca Console , Claudia Picardi , Daniele Theseider Dupré, Temporal decision trees or the lazy ECU vindicated, Proceedings of the 17th international joint conference on Artificial intelligence, p.545-550, August 04-10, 2001, Seattle, WA, USA
	Pascal Soucy , Guy W. Mineau, A simple feature selection method for text classification, Proceedings of the 17th international joint conference on Artificial intelligence, p.897-902, August 04-10, 2001, Seattle, WA, USA
	Roberto Basili , Alessandro Moschitti , Maria Teresa Pazienza, NLP-driven IR: evaluating performances over a text classification task, Proceedings of the 17th international joint conference on Artificial intelligence, p.1286-1291, August 04-10, 2001, Seattle, WA, USA
	Andreas Krause , Carlos Guestrin, Optimal nonmyopic value of information in graphical models: efficient algorithms and theoretical limits, Proceedings of the 19th international joint conference on Artificial intelligence, p.1339-1345, July 30-August 05, 2005, Edinburgh, Scotland
	Ahmed Abbasi , Hsinchun Chen, A comparison of fraud cues and classification methods for fake escrow website detection, Information Technology and Management, v.10 n.2-3, p.83-101, September 2009
	Satoshi Oyama , Takashi Kokubo , Toru Ishida , Teruhiro Yamada , Yasuhiko Kitamura, Keyword spices: a new method for building domain-specific web search engines, Proceedings of the 17th international joint conference on Artificial intelligence, p.1457-1463, August 04-10, 2001, Seattle, WA, USA
	Hideo Shimazu, ExpertClerk: navigating shoppers' buying process with the combination of asking and proposing, Proceedings of the 17th international joint conference on Artificial intelligence, p.1443-1448, August 04-10, 2001, Seattle, WA, USA
	David McSherry, minimizing dialog length in interactive case-based reasoning, Proceedings of the 17th international joint conference on Artificial intelligence, p.993-998, August 04-10, 2001, Seattle, WA, USA
	Hendrik Blockeel , Luc De Raedt, Top-down induction of first-order logical decision trees, Artificial Intelligence, v.101 n.1-2, p.285-297, May, 1998
	Thamar Solorio , Yang Liu, Part-of-speech tagging for English-Spanish code-switched text, Proceedings of the Conference on Empirical Methods in Natural Language Processing, October 25-27, 2008, Honolulu, Hawaii
	Annalisa Appice , Claudia D'Amato , Floriana Esposito , Donato Malerba, Classification of symbolic objects: A lazy learning approach, Intelligent Data Analysis, v.10 n.4, p.301-324, December 2006
	Andreas Krause , Carlos Guestrin, Optimal value of information in graphical models, Journal of Artificial Intelligence Research, v.35 n.1, p.557-591, May 2009
	Shri Kant , Shehroz S. Khan, Analyzing a class of pseudo-random bit generator through inductive machine learning paradigm, Intelligent Data Analysis, v.10 n.6, p.539-554, December 2006
	dtúnjí A. djbí , Shun Ha Sylvia Wong , Anthony J. Beaumont, A fuzzy decision tree-based duration model for Standard Yorùbá text-to-speech synthesis, Computer Speech and Language, v.21 n.2, p.325-349, April, 2007
	Hongjian Fan , Kotagiri Ramamohanarao, Fast Discovery and the Generalization of Strong Jumping Emerging Patterns for Building Compact and Accurate Classifiers, IEEE Transactions on Knowledge and Data Engineering, v.18 n.6, p.721-737, June 2006
	Paula de Toledo , Pablo M. Rios , Agapito Ledezma , Araceli Sanchis , Jose F. Alen , Alfonso Lagares, Predicting the outcome of patients with subarachnoid hemorrhage using machine learning techniques, IEEE Transactions on Information Technology in Biomedicine, v.13 n.5, p.794-801, September 2009
	A. S. Andreou , E. Papatheocharous, Software Cost Estimation using Fuzzy Decision Trees, Proceedings of the 2008 23rd IEEE/ACM International Conference on Automated Software Engineering, p.371-374, September 15-19, 2008
	Hyunjung Lee , Byonghwa Oh , Jihoon Yang , Seonho Kim, Distributed genetic algorithm using automated adaptive migration, Proceedings of the Eleventh conference on Congress on Evolutionary Computation, p.1835-1840, May 18-21, 2009, Trondheim, Norway
	Li Qu , Yao Min , Wang Weihong , Cheng Xiaohong, Dynamic split-point selection method for decision tree evolved by gene expression programming, Proceedings of the Eleventh conference on Congress on Evolutionary Computation, p.736-740, May 18-21, 2009, Trondheim, Norway
	Amna Ali , Ali Tufail , Umer Khan , Minkoo Kim, A survey of prediction models for breast cancer survivability, Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human, p.1259-1262, November 24-26, 2009, Seoul, Korea
	C. N. Nicholson, The controlled experiment in knowledge-acquisition research, IBM Journal of Research and Development, v.36 n.6, p.958-964, Nov. 1992
	Linda Fiaschi , Jonathan M. Garibaldi , Natalio Krasnogor, A framework for the application of decision trees to the analysis of SNPs data, Proceedings of the 6th Annual IEEE conference on Computational Intelligence in Bioinformatics and Computational Biology, p.106-113, March 30-April 02, 2009, Nashville, Tennessee, USA
	M. Alper Sahin , Kemal Leblebicioglu, A standard expert system for weapon target assignment problem, Proceedings of the 12th international conference on Symposium on Performance Evaluation of Computer & Telecommunication Systems, p.221-224, July 13-16, 2009, Istanbul, Turkey
	S. Appavu alias Balamurugan , Ramasamy Rajaram, Effective solution for unhandled exception in decision tree induction algorithms, Expert Systems with Applications: An International Journal, v.36 n.10, p.12113-12119, December, 2009
	Anna Kupść, Two approaches to aspect assignment in an English-Polish machine translation system, Proceedings of the 7th International EAMT workshop on MT and other Language Technology Tools, Improving MT through other Language Technology Tools: Resources and Tools for Building MT, p.17-24, April 13-13, 2003, Budapest, Hungary
	Jerry Ye , Jyh-Herng Chow , Jiang Chen , Zhaohui Zheng, Stochastic gradient boosted distributed decision trees, Proceeding of the 18th ACM conference on Information and knowledge management, November 02-06, 2009, Hong Kong, China
	Nikolaos Diamantidis , E. A. Giakoumakis, Don't care values in induction, Artificial Intelligence in Medicine, v.8 n.5, p.505-514, October, 1996
	Jií Kléma , Jií Kubalík , Lenka Lhotská, Optimized model tuning in medical systems, Computer Methods and Programs in Biomedicine, 80, p.S17-S28, December, 2005
	Shimon Whiteson , Daniel Whiteson, Machine learning for event selection in high energy physics, Engineering Applications of Artificial Intelligence, v.22 n.8, p.1203-1217, December, 2009
	Dursun Delen , Glenn Walker , Amit Kadam, Predicting breast cancer survivability: a comparison of three data mining methods, Artificial Intelligence in Medicine, v.34 n.2, p.113-127, June, 2005
	Holger Mielenz , Rolando Dölling , Wolfgang Rosenstiel, Data-based modeling of analog-mixed signal systems in automotive applications with support vector machines, The 16th IASTED International Conference on Applied Simulation and Modelling, August 29-31, 2007, Palma de Mallorca, Spain
	Jinhwa Kim , Chaehwan Won , Jae Kwon Bae, A knowledge integration model for the prediction of corporate dividends, Expert Systems with Applications: An International Journal, v.37 n.2, p.1344-1350, March, 2010
	Yun-fei Li , You-jun Yan, A component retrieval approach in virtual instrument design, Proceedings of the 10th IASTED International Conference on Intelligent Systems and Control, November 19-21, 2007, Cambridge, Massachusetts
	Yo-Ping Huang , Vu Thi Thanh Hoa, General criteria on building decision trees for data classification, Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human, p.649-654, November 24-26, 2009, Seoul, Korea
	Bakhta Haouari , Nahla Ben Amor , Zied Elouedi , Khaled Mellouli, Naïve possibilistic network classifiers, Fuzzy Sets and Systems, v.160 n.22, p.3224-3238, November, 2009
	Nicandro Cruz-Ramírez , Héctor-Gabriel Acosta-Mesa , Humberto Carrillo-Calvet , Rocío-Erandi Barrientos-Martínez, Discovering interobserver variability in the cytodiagnosis of breast cancer using decision trees and Bayesian networks, Applied Soft Computing, v.9 n.4, p.1331-1342, September, 2009
	Lale Özbakır , Adil Baykasoğlu , Sinem Kulluk, A soft computing-based approach for integrated training and rule extraction from artificial neural networks: DIFACONN-miner, Applied Soft Computing, v.10 n.1, p.304-317, January, 2010
	Mercedes Torres , Cesar Hervás , Carlos García, Multinomial logistic regression and product unit neural network models: Application of a new hybrid methodology for solving a classification problem in the livestock sector, Expert Systems with Applications: An International Journal, v.36 n.10, p.12225-12235, December, 2009
	Antal van den Bosch , Ton Weijters , Walter Daelemans, Modularity in inductively-learned word pronunciation systems, Proceedings of the Joint Conferences on New Methods in Language Processing and Computational Natural Language Learning, January 11-17, 1998, Sydney, Australia
	Antal van den Bosch , Walter Daelemans, Do not forget: full memory in memory-based learning of word pronunciation, Proceedings of the Joint Conferences on New Methods in Language Processing and Computational Natural Language Learning, January 11-17, 1998, Sydney, Australia
	Jon Blue , Francis Kofi Andoh-Baidoo, Directive Decision Devices: Extending the reach of automation into the finance domain, Expert Systems with Applications: An International Journal, v.37 n.1, p.45-54, January, 2010
	Pei-Chann Chang , Chin-Yuan Fan , Wei-Yuan Dzan, A CBR-based fuzzy decision tree approach for database classification, Expert Systems with Applications: An International Journal, v.37 n.1, p.214-225, January, 2010
	Richard Johansson , David Williams , Anders Berglund , Pierre Nugues, Carsim: a system to visualize written road accident reports as animated 3D scenes, Proceedings of the 2nd Workshop on Text Meaning and Interpretation, p.57-64, July 25-26, 2004, Barcelona, Spain
	Matja Kukar , Igor Kononenko , Toma Silvester, Machine learning in prognosis of the femoral neck fracture recovery, Artificial Intelligence in Medicine, v.8 n.5, p.431-451, October, 1996
	Yonghong Peng , Bin Yao , Jianmin Jiang, Knowledge-discovery incorporated evolutionary search for microcalcification detection in breast cancer diagnosis, Artificial Intelligence in Medicine, v.37 n.1, p.43-53, May, 2006
	Amit Agarwal , Hema Swetha Koppula , Krishna P. Leela , Krishna Prasad Chitrapura , Sachin Garg , Pavan Kumar GM , Chittaranjan Haty , Anirban Roy , Amit Sasturkar, URL normalization for de-duplication of web pages, Proceeding of the 18th ACM conference on Information and knowledge management, November 02-06, 2009, Hong Kong, China
	Sabrina Ziebarth , Nils Malzahn , H. Ulrich Hoppe, Using Data Mining Techniques to Support the Creation of Competence Ontologies, Proceeding of the 2009 conference on Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling, p.223-230, July 20, 2009
	Ana Carolina Lorena , André C. Carvalho , João M. Gama, A review on the combination of binary classifiers in multiclass problems, Artificial Intelligence Review, v.30 n.1-4, p.19-37, December 2008
	Mahbod Tavallaee , Wei Lu , Ali A. Ghorbani, Online Classification of Network Flows, Proceedings of the 2009 Seventh Annual Communication Networks and Services Research Conference, p.78-85, May 11-13, 2009
	Paul Mulholland , Zdenek Zdrahal , Jan Abrahamcik , Annika Wolff, Intelligent Support for Inquiry Learning from Images: A Learning Scenario and Tool, Proceeding of the 2009 conference on Artificial Intelligence in Education: Building Learning Systems that Care: From Knowledge Representation to Affective Modelling, p.417-424, July 20, 2009
	Diego Marinho de Oliveira , André Luís de Oliveira Andrade , Cristiane Neri Nobre , Luis Enrique Zárate, The usage of artificial neural networks in the classification and forecast of potable water consumption, Proceedings of the 2009 international joint conference on Neural Networks, p.2334-2341, June 14-19, 2009, Atlanta, Georgia, USA
	Hongmei He , Jonathan Lawry, A linguistic CMAC equivalent to a linguistic decision tree for classification, Proceedings of the 2009 international joint conference on Neural Networks, p.1353-1359, June 14-19, 2009, Atlanta, Georgia, USA
	David Martínez-Rego , Oscar Fontenla-Romero , Iago Porto-Díaz , Amparo Alonso-Betanzos, A new supervised local modelling classifier based on information theory, Proceedings of the 2009 international joint conference on Neural Networks, p.166-172, June 14-19, 2009, Atlanta, Georgia, USA
	Yuan Cao , Haibo He , Xiaoping Shen, DensityRank: a novel feature ranking method based on kernel estimation, Proceedings of the 2009 international joint conference on Neural Networks, p.28-35, June 14-19, 2009, Atlanta, Georgia, USA
	Nittaya Kerdprasop , Kittisak Kerdprasop, Knowledge induction from medical databases with higher-order programming, WSEAS Transactions on Information Science and Applications, v.6 n.10, p.1719-1728, October 2009
	Fathi Gasir , Zuhair Bandar , Keeley Crockett, Elgasir: an algorithm for creating fuzzy regression trees, Proceedings of the 18th international conference on Fuzzy Systems, p.332-337, August 20-24, 2009, Jeju Island, Korea
	Filipe Mota Pinto , Manuel Filipe Santos, Considering application domain ontologies for data mining, WSEAS Transactions on Information Science and Applications, v.6 n.9, p.1478-1492, September 2009

INDEX TERMS

Keywords:
classification, decision trees, expert systems, induction, information theory, knowledge acquisition

Collaborative Colleagues:

J. R. Quinlan: colleagues

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