Training algorithms for linear text classifiers

Subscribe (Full Service)


	Search: The ACM Digital Library The Guide

	Feedback

Training algorithms for linear text classifiers

Full text

Pdf (1.02 MB)

Source

Annual ACM Conference on Research and Development in Information Retrieval archive
Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval table of contents

Zurich, Switzerland

Pages: 298 - 306

Year of Publication: 1996

ISBN:0-89791-792-8

Authors

David D. Lewis	AT&T Laboratories, Murray Hill, NJ
Robert E. Schapire	AT&T Laboratories, Murray Hill, NJ
James P. Callan	Center for Intelligent Information Retrieval, Department of Computer Science, University of Massachusetts, Amherst, MA
Ron Papka	Center for Intelligent Information Retrieval, Department of Computer Science, University of Massachusetts, Amherst, MA

Sponsor

SIGIR: ACM Special Interest Group on Information Retrieval

Publisher

ACM New York, NY, USA

Bibliometrics

Downloads (6 Weeks): 12, Downloads (12 Months): 92, Citation Count: 120

Additional Information:

references cited by index terms collaborative colleagues

Tools and Actions:	Request Permissions Review this Article Save this Article to a Binder Display Formats: BibTeX EndNote ACM Ref

DOI Bookmark:	Use this link to bookmark this Article: http://doi.acm.org/10.1145/243199.243277 What is a DOI?

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	Allan, J., Ballesteros, L., Callan, J. P., Croft, W. B., & Lu., Z. (1996). Recent experiments with INQUERY. In Proceedings of TREC-4.
	2	Blum, A. (1995). Emprical support for Winnow and Weighted-Majority based algorithms: results on a calendar scheduling domain. In Machine Learning: Proceedings of the Twelfth International Conference, pp. 124-132.
	3	Chris Buckley , Gerard Salton, Optimization of relevance feedback weights, Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval, p.351-357, July 09-13, 1995, Seattle, Washington, United States [doi>10.1145/215206.215383]
	4	Chris Buckley , Gerard Salton , James Allan, The effect of adding relevance information in a relevance feedback environment, Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval, p.292-300, July 03-06, 1994, Dublin, Ireland
	5	James P. Callan , W. Bruce Croft , John Broglio, TREC and TIPSTER experiments with INQUERY, Information Processing and Management: an International Journal, v.31 n.3, p.327-343, May-June 1995
	6	Nicolò Cesa Bianchi , Philip M. Long , Manfred K. Warmuth, Worst-case quadratic loss bounds for a generalization of the Widrow-Hoff rule, Proceedings of the sixth annual conference on Computational learning theory, p.429-438, July 26-28, 1993, Santa Cruz, California, United States [doi>10.1145/168304.168390]
	7	Cohen, W. W. (1995). Text categorization and relational learning. In Machine Learning: Proceedings of the Twelfth International Conference, pp. 124-132.
	8	William W. Cohen , Yoram Singer, Context-sensitive learning methods for text categorization, Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval, p.307-315, August 18-22, 1996, Zurich, Switzerland [doi>10.1145/243199.243278]
	9	Croft, W. B., & Harper, D. J. (1979). Using probabilistic models of document retrieval without relevance feedback. Journal of Documentation, 35(4),285-295.
	10	Duda, R. O., & Hart, P. E. (1973). Pattern Classification and Scene Analysis. Wiley-Interscience, New York.
	11	Gallant, S. I. (1986). Optimal linear discriminants. In International Conference on Pattern Recognition, pp. 849- 852.
	12	Donna Harman, Ranking algorithms, Information retrieval: data structures and algorithms, Prentice-Hall, Inc., Upper Saddle River, NJ, 1992
	13	Donna Harman, Relevance feedback and other query modification techniques, Information retrieval: data structures and algorithms, Prentice-Hall, Inc., Upper Saddle River, NJ, 1992
	14	Harman, D. (1995a). Overview of the third Text REtrieval Conference (TREC-3). In (Harman, 1995b).
	15	Harman, D. K., editor (1995b). Overview of the Third Text REtrieval Conference (TREC-3), Gaithersburg, MD 20899-0001. National Institute of Standards and Technology. Special Publication 500-225.
	16	Helmbold, D. P., Kivinen, J., & Warmuth, M. K. (1996). Worst-case loss bounds for single neurons. In Advances in Neural Information Processing Systems 8. To appear.
	17	William Hersh , Chris Buckley , T. J. Leone , David Hickam, OHSUMED: an interactive retrieval evaluation and new large test collection for research, Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval, p.192-201, July 03-06, 1994, Dublin, Ireland
	18	Jyrki Kivinen , Manfred Warmuth, EXPONENTIATED GRADIENT VERSUS GRADIENT DESCENT FOR LINEAR PREDICTORS, University of California at Santa Cruz, Santa Cruz, CA, 1994
	19	David D. Lewis, Evaluating and optimizing autonomous text classification systems, Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval, p.246-254, July 09-13, 1995, Seattle, Washington, United States [doi>10.1145/215206.215366]
	20	David D. Lewis, A sequential algorithm for training text classifiers: corrigendum and additional data, ACM SIGIR Forum, v.29 n.2, p.13-19, Fall 1995 [doi>10.1145/219587.219592]
	21	David D. Lewis , William A. Gale, A sequential algorithm for training text classifiers, Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval, p.3-12, July 03-06, 1994, Dublin, Ireland
	22	Lowe, H. J., & Barnett, G. O. (1994). Understanding and using the medical subject headings (MESH) vocabulary to perform literature searches. Journal of the American Medical Association, 271(14),1103-1108.
	23	Robertson, S. E., & Sparck Jones, K. (1976). Relevance weighting of search terms. Journal of the American Society for Information Science, pp. 129-146.
	24	Rocchio, Jr., J. J. (1971). Relevance feedback in information retrieval. In Salton, G., editor, The SMART Retrieval System: Experiments in Automatic Document Processing, pp. 313-323. Prentice-Hall, Inc., Englewood Cliffs, New Jersey.
	25	Gerard Salton , Christopher Buckley, Term-weighting approaches in automatic text retrieval, Information Processing and Management: an International Journal, v.24 n.5, p.513-523, 1988 [doi>10.1016/0306-4573(88)90021-0]
	26	Salton, G., & Buckley, C. (1990). Improving retrieval performance by relevance feedback. Journal of the American Society for Information Science, 41(4),288-297.
	27	Gerard Salton , Michael J. McGill, Introduction to Modern Information Retrieval, McGraw-Hill, Inc., New York, NY, 1986
	28	Siegel, S. (1956). Nonparametric Statistics for the Behavioral Sciences. McGraw-Hill, New York.
	29	Amit Singhal , Chris Buckley , Mandar Mitra, Pivoted document length normalization, Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval, p.21-29, August 18-22, 1996, Zurich, Switzerland [doi>10.1145/243199.243206]
	30	C. J. Van Rijsbergen, Information Retrieval, Butterworth-Heinemann, Newton, MA, 1979
	31	Bernard Widrow , Samuel D. Stearns, Adaptive signal processing, Prentice-Hall, Inc., Upper Saddle River, NJ, 1985
	32	Yiming Yang , Christopher G. Chute, An example-based mapping method for text categorization and retrieval, ACM Transactions on Information Systems (TOIS), v.12 n.3, p.252-277, July 1994 [doi>10.1145/183422.183424]

CITED BY 120

	Mark Craven , Seán Slattery, Relational Learning with Statistical Predicate Invention: Better Models for Hypertext, Machine Learning, v.43 n.1-2, p.97-119, April-May 2001
	Wai Lam , Chao Yang Ho, Using a generalized instance set for automatic text categorization, Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, p.81-89, August 24-28, 1998, Melbourne, Australia
	Stefanie Brüninghaus , Kevin D. Ashley, Finding factors: learning to classify case opinions under abstract fact categories, Proceedings of the 6th international conference on Artificial intelligence and law, p.123-131, June 30-July 03, 1997, Melbourne, Australia
	Wen-Lin Hsu , Sheau-Dong Lang, Classification algorithms for NETNEWS articles, Proceedings of the eighth international conference on Information and knowledge management, p.114-121, November 02-06, 1999, Kansas City, Missouri, United States
	Paul Thompson, Automatic categorization of case law, Proceedings of the 8th international conference on Artificial intelligence and law, p.70-77, May 2001, St. Louis, Missouri, United States
	Hang Li , Kenji Yamanishi, Text classification using ESC-based stochastic decision lists, Proceedings of the eighth international conference on Information and knowledge management, p.122-130, November 02-06, 1999, Kansas City, Missouri, United States
	Wai Lam , Kwok-Yin Lai, A meta-learning approach for text categorization, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.303-309, September 2001, New Orleans, Louisiana, United States
	Yiming Yang, A study of thresholding strategies for text categorization, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.137-145, September 2001, New Orleans, Louisiana, United States
	Leah S. Larkey, Automatic essay grading using text categorization techniques, Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, p.90-95, August 24-28, 1998, Melbourne, Australia
	William W. Cohen , Yoram Singer, Context-sensitive learning methods for text categorization, Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval, p.307-315, August 18-22, 1996, Zurich, Switzerland
	Yiming Yang , Jian Zhang , Bryan Kisiel, A scalability analysis of classifiers in text categorization, Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, July 28-August 01, 2003, Toronto, Canada
	Filippo Menczer , Gautam Pant , Padmini Srinivasan , Miguel E. Ruiz, Evaluating topic-driven web crawlers, Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval, p.241-249, September 2001, New Orleans, Louisiana, United States
	Anton Leuski, Relevance and reinforcement in interactive browsing, Proceedings of the ninth international conference on Information and knowledge management, p.119-126, November 06-11, 2000, McLean, Virginia, United States
	Jhy-Jong Tsay , Jing-Doo Wang, Improving automatic Chinese text categorization by error correction, Proceedings of the fifth international workshop on on Information retrieval with Asian languages, p.1-8, September 30-October 01, 2000, Hong Kong, China
	Miguel E. Ruiz , Padmini Srinivasan, Hierarchical neural networks for text categorization (poster abstract), Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, p.281-282, August 15-19, 1999, Berkeley, California, United States
	Michael J. Pazzani, Representation of electronic mail filtering profiles: a user study, Proceedings of the 5th international conference on Intelligent user interfaces, p.202-206, January 09-12, 2000, New Orleans, Louisiana, United States
	Ron Papka , James Allan, Document classification using multiword features, Proceedings of the seventh international conference on Information and knowledge management, p.124-131, November 02-07, 1998, Bethesda, Maryland, United States
	Paul N. Bennett , Susan T. Dumais , Eric Horvitz, Probabilistic combination of text classifiers using reliability indicators: models and results, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, August 11-15, 2002, Tampere, Finland
	Yiming Yang , Tom Ault , Thomas Pierce , Charles W. Lattimer, Improving text categorization methods for event tracking, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.65-72, July 24-28, 2000, Athens, Greece
	Susan Dumais , John Platt , David Heckerman , Mehran Sahami, Inductive learning algorithms and representations for text categorization, Proceedings of the seventh international conference on Information and knowledge management, p.148-155, November 02-07, 1998, Bethesda, Maryland, United States
	Young-Woo Seo , Byoung-Tak Zhang, Learning user's preferences by analyzing Web-browsing behaviors, Proceedings of the fourth international conference on Autonomous agents, p.381-387, June 03-07, 2000, Barcelona, Spain
	Ion Androutsopoulos , John Koutsias , Konstantinos V. Chandrinos , Constantine D. Spyropoulos, An experimental comparison of naive Bayesian and keyword-based anti-spam filtering with personal e-mail messages, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.160-167, July 24-28, 2000, Athens, Greece
	Wai Lam , Miguel Ruiz , Padmini Srinivasan, Automatic Text Categorization and Its Application to Text Retrieval, IEEE Transactions on Knowledge and Data Engineering, v.11 n.6, p.865-879, November 1999
	Fabrizio Sebastiani, Machine learning in automated text categorization, ACM Computing Surveys (CSUR), v.34 n.1, p.1-47, March 2002
	William W. Cohen , Yoram Singer, Context-sensitive learning methods for text categorization, ACM Transactions on Information Systems (TOIS), v.17 n.2, p.141-173, April 1999
	Osmar R. Zaïane , Maria-Luiza Antonie, Classifying text documents by associating terms with text categories, Australian Computer Science Communications, v.24 n.2, p.215-222, January-February 2002
	Wahyu Wibowo , Hugh E. Williams, Simple and accurate feature selection for hierarchical categorisation, Proceedings of the 2002 ACM symposium on Document engineering, November 08-09, 2002, McLean, Virginia, USA
	Hang Li , Kenji Yamanishi, Text classification using ESC-based stochastic decision lists, Information Processing and Management: an International Journal, v.38 n.3, p.343-361, May 2002
	Luis Gravano , Panagiotis G. Ipeirotis , Mehran Sahami, QProber: A system for automatic classification of hidden-Web databases, ACM Transactions on Information Systems (TOIS), v.21 n.1, p.1-41, January 2003
	Yiming Yang, An Evaluation of Statistical Approaches to Text Categorization, Information Retrieval, v.1 n.1-2, p.69-90, 1999
	Edith Cohen , David D. Lewis, Approximating matrix multiplication for pattern recognition tasks, Proceedings of the eighth annual ACM-SIAM symposium on Discrete algorithms, p.682-691, January 05-07, 1997, New Orleans, Louisiana, United States
	Jamie Callan, Learning while filtering documents, Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, p.224-231, August 24-28, 1998, Melbourne, Australia
	Kevin D. Ashley , Bruce M. McLaren, An AI investigation of citation's epistemological role, Proceedings of the 8th international conference on Artificial intelligence and law, p.32-41, May 2001, St. Louis, Missouri, United States
	Jungsoon Yoo , Melinda Gervasio , Pat Langley, An adaptive stock tracker for personalized trading advice, Proceedings of the 8th international conference on Intelligent user interfaces, January 12-15, 2003, Miami, Florida, USA
	Paul N. Bennett, Using asymmetric distributions to improve text classifier probability estimates, Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval, July 28-August 01, 2003, Toronto, Canada
	Athanasios Kehagias , Vassilios Petridis , Vassilis G. Kaburlasos , Pavlina Fragkou, A Comparison of Word- and Sense-Based Text Categorization Using Several Classification Algorithms, Journal of Intelligent Information Systems, v.21 n.3, p.227-247, November 2003
	Hsin-Chang Yang , Chung-Hong Lee, Mining text documents for thematic hierarchies using self-organizing maps, Data mining: opportunities and challenges, Idea Group Publishing, Hershey, PA, 2003
	Bruce M. McLaren, Extensionally defining principles and cases in ethics: an AI model, Artificial Intelligence, v.150 n.1-2, p.145-181, November 2003
	Jian Zhang , Yiming Yang, Probabilistic score estimation with piecewise logistic regression, Proceedings of the twenty-first international conference on Machine learning, p.115, July 04-08, 2004, Banff, Alberta, Canada
	Hang Li , Kenji Yamanishi, Document classification using a finite mixture model, Proceedings of the 35th annual meeting on Association for Computational Linguistics, p.39-47, July 07-12, 1997, Madrid, Spain
	Youngjoong Ko , Jinwoo Park , Jungyun Seo, Improving text categorization using the importance of sentences, Information Processing and Management: an International Journal, v.40 n.1, p.65-79, January 2004
	Youngjoong Ko , Jungyun Seo, Automatic text categorization by unsupervised learning, Proceedings of the 18th conference on Computational linguistics, p.453-459, July 31-August 04, 2000, Saarbrücken, Germany
	Hwee Tou Ng , Wei Boon Goh , Kok Leong Low, Feature selection, perception learning, and a usability case study for text categorization, ACM SIGIR Forum, v.31 n.SI, p.67-73
	Yu-Hwan Kim , Shang-Yoon Hahn , Byoung-Tak Zhang, Text filtering by boosting naive Bayes classifiers, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.168-175, July 24-28, 2000, Athens, Greece
	Fumiyo Fukumoto , Yoshimi Suzuki, Event tracking based on domain dependency, Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval, p.57-64, July 24-28, 2000, Athens, Greece
	Wahyu Wibowo , Hugh E. Williams, Strategies for minimising errors in hierarchical web categorisation, Proceedings of the eleventh international conference on Information and knowledge management, November 04-09, 2002, McLean, Virginia, USA
	Panagiotis G. Ipeirotis , Luis Gravano , Mehran Sahami, Probe, count, and classify: categorizing hidden web databases, ACM SIGMOD Record, v.30 n.2, p.67-78, June 2001
	Xiaoli Li , Tong-Heng Phang , Minqing Hu , Bing Liu, Using micro information units for internet search, Proceedings of the eleventh international conference on Information and knowledge management, November 04-09, 2002, McLean, Virginia, USA
	Yu-Sheng Lai , Chung-Hsien Wu, Meaningful term extraction and discriminative term selection in text categorization via unknown-word methodology, ACM Transactions on Asian Language Information Processing (TALIP), v.1 n.1, p.34-64, March 2002
	James Allan , Ron Papka , Victor Lavrenko, On-line new event detection and tracking, Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, p.37-45, August 24-28, 1998, Melbourne, Australia
	Robert E. Schapire , Yoram Singer , Amit Singhal, Boosting and Rocchio applied to text filtering, Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, p.215-223, August 24-28, 1998, Melbourne, Australia
	Jyh-Jong Tsay , Jing-Doo Wang, Improving linear classifier for Chinese text categorization, Information Processing and Management: an International Journal, v.40 n.2, p.223-237, March 2004
	Youngjoong Ko , Jungyun Seo, Using the feature projection technique based on a normalized voting method for text classification, Information Processing and Management: an International Journal, v.40 n.2, p.191-208, March 2004
	Chih-Ming Chen, Incremental personalized web page mining utilizing self-organizing HCMAC neural network, Web Intelligence and Agent System, v.2 n.1, p.21-38, August 2004
	Moshe Koppel , Jonathan Schler, Authorship verification as a one-class classification problem, Proceedings of the twenty-first international conference on Machine learning, p.62, July 04-08, 2004, Banff, Alberta, Canada
	Hang Li , Kenji Yamanishi, Topic analysis using a finite mixture model, Information Processing and Management: an International Journal, v.39 n.4, p.521-541, July 2003
	Li Xiaoli , Shi Zhongzhi, Innovating web page classification through reducing noise, Journal of Computer Science and Technology, v.17 n.1, p.9-17, January 2002
	Youngjoong Ko , Jinwoo Park , Jungyun Seo, Automatic text categorization using the importance of sentences, Proceedings of the 19th international conference on Computational linguistics, p.1-7, August 24-September 01, 2002, Taipei, Taiwan
	Franca Debole , Fabrizio Sebastiani, An analysis of the relative hardness of Reuters-21578 subsets: Research Articles, Journal of the American Society for Information Science and Technology, v.56 n.6, p.584-596, April 2005
	Aleksander Kolcz, Local sparsity control for naive Bayes with extreme misclassification costs, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
	Hang Li , Kenji Yamanishi, Topic analysis using a finite mixture model, Proceedings of the 2000 Joint SIGDAT conference on Empirical methods in natural language processing and very large corpora: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics, p.35-44, October 07-08, 2000, Hong Kong
	Carlo A. Curino , Yuanyuan Jia , Bruce Lambert , Patricia M. West , Clement Yu, Mining officially unrecognized side effects of drugs by combining web search and machine learning, Proceedings of the 14th ACM international conference on Information and knowledge management, October 31-November 05, 2005, Bremen, Germany
	Anton Leuski , Jarrell Pair , David Traum , Peter J. McNerney , Panayiotis Georgiou , Ronakkumar Patel, How to talk to a hologram, Proceedings of the 11th international conference on Intelligent user interfaces, January 29-February 01, 2006, Sydney, Australia
	Vaughan R. Shanks , Hugh E. Williams, Index construction for linear categorisation, Proceedings of the twelfth international conference on Information and knowledge management, November 03-08, 2003, New Orleans, LA, USA
	Youngjoong Ko , Jungyun Seo, Text categorization using feature projections, Proceedings of the 19th international conference on Computational linguistics, p.1-7, August 24-September 01, 2002, Taipei, Taiwan
	Wisam Dakka , Panagiotis G. Ipeirotis , Kenneth R. Wood, Automatic construction of multifaceted browsing interfaces, Proceedings of the 14th ACM international conference on Information and knowledge management, October 31-November 05, 2005, Bremen, Germany
	Vaughan R. Shanks , Hugh E. Williams , Adam Cannane, Indexing for fast categorisation, Proceedings of the twenty-sixth Australasian conference on Computer science: research and practice in information technology, p.119-127, February 01, 2003, Adelaide, Australia
	Wai Lam , Yiqiu Han, Automatic Textual Document Categorization Based on Generalized Instance Sets and a Metamodel, IEEE Transactions on Pattern Analysis and Machine Intelligence, v.25 n.5, p.628-633, May 2003
	Rey-Long Liu , Wan-Jung Lin, Adaptive sampling for thresholding in document filtering and classification, Information Processing and Management: an International Journal, v.41 n.4, p.745-758, July 2005
	Thomas R. Lynam , Gordon V. Cormack , David R. Cheriton, On-line spam filter fusion, Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, August 06-11, 2006, Seattle, Washington, USA
	Kian Ming Adam Chai , Hai Leong Chieu , Hwee Tou Ng, Bayesian online classifiers for text classification and filtering, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, August 11-15, 2002, Tampere, Finland
	Byeong Man Kim , Qing Li , Jong-Wan Kim, Extraction of user preferences from a few positive documents, Proceedings of the sixth international workshop on Information retrieval with Asian languages, p.124-131, July 07-07, 2003, Sappro, Japan
	David D. Lewis , Yiming Yang , Tony G. Rose , Fan Li, RCV1: A New Benchmark Collection for Text Categorization Research, The Journal of Machine Learning Research, 5, p.361-397, 12/1/2004
	Hsin-Chang Yang , Chung-Hong Lee, Automatic Category Theme Identification and Hierarchy Generation for Chinese Text Categorization, Journal of Intelligent Information Systems, v.25 n.1, p.47-67, July 2005
	Chun-Yan Liang , Li Guo , Zhao-Jie Xia , Feng-Guang Nie , Xiao-Xia Li , Liang Su , Zhang-Yuan Yang, Dictionary-based text categorization of chemical web pages, Information Processing and Management: an International Journal, v.42 n.4, p.1017-1029, July 2006
	Chih-Ming Chen , Yung-Feng Lu , Chin-Ming Hong, Minimal Structure of Self-Organizing HCMAC Neural Network Classifier, Neural Processing Letters, v.23 n.2, p.201-228, April 2006
	I. E. Kuralenok , I. S. Nekrestyanov, Evaluation of Text Retrieval Systems, Programming and Computing Software, v.28 n.4, p.226-242, July-August 2002
	Yiming Yang , Xin Liu, A re-examination of text categorization methods, Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval, p.42-49, August 15-19, 1999, Berkeley, California, United States
	John M. Prager, Linguini: language identification for multilingual documents, Journal of Management Information Systems, v.16 n.3, p.71-101, December 1999
	Jan Bakus , Mohamed S. Kamel, Higher order feature selection for text classification, Knowledge and Information Systems, v.9 n.4, p.468-491, April 2006
	Rajesh Pampapathi , Boris Mirkin , Mark Levene, A suffix tree approach to anti-spam email filtering, Machine Learning, v.65 n.1, p.309-338, October 2006
	Cheryl Aasheim , Gary J. Koehler, Scanning world wide web documents with the vector space model, Decision Support Systems, v.42 n.2, p.690-699, November 2006
	Chih-Ming Chen , Hahn-Ming Lee , Chia-Chen Tan, An intelligent web-page classifier with fair feature-subset selection, Engineering Applications of Artificial Intelligence, v.19 n.8, p.967-978, December, 2006
	Youngjoong Ko , Jungyun Seo, Learning with unlabeled data for text categorization using bootstrapping and feature projection techniques, Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics, p.255-es, July 21-26, 2004, Barcelona, Spain
	Songbo Tan , Xueqi Cheng, Using hypothesis margin to boost centroid text classifier, Proceedings of the 2007 ACM symposium on Applied computing, March 11-15, 2007, Seoul, Korea
	Songbo Tan, Large margin DragPushing strategy for centroid text categorization, Expert Systems with Applications: An International Journal, v.33 n.1, p.215-220, July, 2007
	Rey-Long Liu, Dynamic category profiling for text filtering and classification, Information Processing and Management: an International Journal, v.43 n.1, p.154-168, January 2007
	Soumen Chakrabarti , Shourya Roy , Mahesh V. Soundalgekar, Fast and accurate text classification via multiple linear discriminant projections, Proceedings of the 28th international conference on Very Large Data Bases, p.658-669, August 20-23, 2002, Hong Kong, China
	Jian Hu , Hua-Jun Zeng , Hua Li , Cheng Niu , Zheng Chen, Demographic prediction based on user's browsing behavior, Proceedings of the 16th international conference on World Wide Web, May 08-12, 2007, Banff, Alberta, Canada
	S. D. Wolthusen, Automated extraction of behavioural profiles from document usage, BT Technology Journal, v.25 n.1, p.192-200, January 2007
	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
	Filippo Menczer , Richard K. Belew, Adaptive Retrieval Agents: Internalizing Local Contextand Scaling up to the Web, Machine Learning, v.39 n.2-3, p.203-242, May-June 2000
	Daniela Godoy , Analía Amandi, A conceptual clustering approach for user profiling in personal information agents, AI Communications, v.19 n.3, p.207-227, August 2006
	Shlomo Argamon , Casey Whitelaw , Paul Chase , Sobhan Raj Hota , Navendu Garg , Shlomo Levitan, Stylistic text classification using functional lexical features: Research Articles, Journal of the American Society for Information Science and Technology, v.58 n.6, p.802-822, April 2007
	Marko Balabanović, Exploring Versus Exploiting when Learning User Models for Text Recommendation, User Modeling and User-Adapted Interaction, v.8 n.1-2, p.71-102, 1998
	Paul N. Bennett , Susan T. Dumais , Eric Horvitz, The Combination of Text Classifiers Using Reliability Indicators, Information Retrieval, v.8 n.1, p.67-100, January 2005
	Songbo Tan , Yuefen Wang , Xueqi Cheng, An efficient feature ranking measure for text categorization, Proceedings of the 2008 ACM symposium on Applied computing, March 16-20, 2008, Fortaleza, Ceara, Brazil
	Hiyan Alshawi, Online Multiclass Learning with k-Way Limited Feedback and an Application to Utterance Classification, Machine Learning, v.60 n.1-3, p.97-115, September 2005
	Linus W. Kwong , Yiu-Kai Ng, Performing Binary-Categorization on Multiple-Record Web Documents Using Information Retrieval Models and Application Ontologies, World Wide Web, v.6 n.3, p.281-303, September 2003
	Soumen Chakrabarti , Shourya Roy , Mahesh V. Soundalgekar, Fast and accurate text classification via multiple linear discriminant projections, The VLDB Journal — The International Journal on Very Large Data Bases, v.12 n.2, p.170-185, August 2003
	Miguel E. Ruiz , Padmini Srinivasan, Hierarchical Text Categorization Using Neural Networks, Information Retrieval, v.5 n.1, p.87-118, January 2002
	M. T. Martín-Valdivia , L. A. Ureña-López , M. García-Vega, The learning vector quantization algorithm applied to automatic text classification tasks, Neural Networks, v.20 n.6, p.748-756, August, 2007
	Saikat Mukherjee , I. V. Ramakrishnan, Automated Semantic Analysis of Schematic Data, World Wide Web, v.11 n.4, p.427-464, December 2008
	Gordon V. Cormack, Email Spam Filtering: A Systematic Review, Foundations and Trends in Information Retrieval, v.1 n.4, p.335-455, April 2007
	Wookey Lee , Young Kuk Kim , Bok Sik Yoon , Jiang Jin Xi, Query based optimal web site clustering using simulated annealing, Proceedings of the 10th International Conference on Information Integration and Web-based Applications & Services, November 24-26, 2008, Linz, Austria
	Rey-Long Liu, Interactive high-quality text classification, Information Processing and Management: an International Journal, v.44 n.3, p.1062-1075, May, 2008
	Iraj Mahdavi , Namjae Cho , Babak Shirazi , Navid Sahebjamnia, Designing evolving user profile in e-CRM with dynamic clustering of Web documents, Data & Knowledge Engineering, v.65 n.2, p.355-372, May, 2008
	Youngjoong Ko , Jungyun Seo, Text classification from unlabeled documents with bootstrapping and feature projection techniques, Information Processing and Management: an International Journal, v.45 n.1, p.70-83, January, 2009
	Chih-Ming Chen , Hahn-Ming Lee , Yu-Jung Chang, Two novel feature selection approaches for web page classification, Expert Systems with Applications: An International Journal, v.36 n.1, p.260-272, January, 2009
	Kanoksri Sarinnapakorn , Miroslav Kubat, Combining Subclassifiers in Text Categorization: A DST-Based Solution and a Case Study, IEEE Transactions on Knowledge and Data Engineering, v.19 n.12, p.1638-1651, December 2007
	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
	Yaakov HaCohen-Kerner , Dror Mughaz , Hananya Beck , Elchai Yehudai, WORDS AS CLASSIFIERS OF DOCUMENTS ACCORDING TO THEIR HISTORICAL PERIOD AND THE ETHNIC ORIGIN OF THEIR AUTHORS, Cybernetics and Systems, v.39 n.3, p.213-228, April 2008
	Mostafa Haghir Chehreghani , Morteza Haghir Chehreghani , Caro Lucas , Masoud Rahgozar , Euhanna Ghadimi, Efficient rule based structural algorithms for classification of tree structured data, Intelligent Data Analysis, v.13 n.1, p.165-188, January 2009
	Evgeniy Gabrilovich , Shaul Markovitch, Wikipedia-based semantic interpretation for natural language processing, Journal of Artificial Intelligence Research, v.34 n.1, p.443-498, January 2009
	Aleksander Kołcz , Abdur Chowdhury, Avoidance of model re-induction in SVM-based feature selection for text categorization, Proceedings of the 20th international joint conference on Artifical intelligence, p.889-894, January 06-12, 2007, Hyderabad, India
	Wei-Qing Sun , Cheng-Min Wang , Tie-Yan Zhang , Yan Zhang, Transaction-item association matrix-based frequent pattern network mining algorithm in large-scale transaction database, WSEAS Transactions on Computers, v.8 n.8, p.1327-1336, August 2009
	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
	Pascal Soucy , Guy W. Mineau, Beyond TFIDF weighting for text categorization in the vector space model, Proceedings of the 19th international joint conference on Artificial intelligence, p.1130-1135, July 30-August 05, 2005, Edinburgh, Scotland
	Kosuke Takano , Xing Chen , Keisuke Masuda, A framework for a feedback process to analyze and personalize a document vector space in a feature extraction model, Information Technology and Management, v.10 n.2-3, p.151-176, September 2009
	Fabio Aiolli , Riccardo Cardin , Fabrizio Sebastiani , Alessandro Sperduti, Preferential text classification: learning algorithms and evaluation measures, Information Retrieval, v.12 n.5, p.559-580, October 2009