|
 ABSTRACT
We are given a large database of customer transactions. Each transaction consists of items purchased by a customer in a visit. We present an efficient algorithm that generates all significant association rules between items in the database. The algorithm incorporates buffer management and novel estimation and pruning techniques. We also present results of applying this algorithm to sales data obtained from a large retailing company, which shows the effectiveness of the algorithm.
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
|
|
| |
2
|
|
| |
3
|
Dina Bitton, "Bridging the Gap Between Database Theory and Practice", Cadre Technologies, Menlo Park, 1992.
|
| |
4
|
L. Breiman, j. H. Friedman, R. A. Olshen, and C. J. Stone, Classification and Regression Trees, Wadsworth, Belmont, 1984.
|
| |
5
|
|
| |
6
|
M. Kokar, "Discovering Functional Formulas through Changing Representation Base", Proceedings of the Fifth National Conference on Artificial Intelligence, 1986, 455-459.
|
| |
7
|
|
| |
8
|
|
| |
9
|
|
| |
10
|
G. Piatetsky-Shapiro, Discovery, Analysis, and Presentation of Strong Rules, In {11}, 229-248.
|
| |
11
|
|
 |
12
|
|
| |
13
|
L.G. Valiant, "Learning Disjunctions and Conjunctions", IJCAI-85, Los Angeles, 1985, 560-565.
|
| |
14
|
Yi-Hua Wu and Shulin Wang, Discovering Functional Relationships from Observational Data, In {11}, 55-70.
|
CITED BY 1,134
|
|
W. K. Wong , David W. Cheung , Edward Hung , Ben Kao , Nikos Mamoulis, Security in outsourcing of association rule mining, Proceedings of the 33rd international conference on Very large data bases, September 23-27, 2007, Vienna, Austria
|
|
|
|
|
|
|
|
|
|
|
|
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
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Yiming Ma , Bing Liu , Ching Kian Wong , Philip S. Yu , Shuik Ming Lee, Targeting the right students using data mining, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.457-464, August 20-23, 2000, Boston, Massachusetts, United States
|
|
|
Dimitrios Gunopulos , Heikki Mannila , Roni Khardon , Hannu Toivonen, Data mining, hypergraph transversals, and machine learning (extended abstract), Proceedings of the sixteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, p.209-216, May 11-15, 1997, Tucson, Arizona, United States
|
|
|
|
|
|
Dick Tsur , Jeffrey D. Ullman , Serge Abiteboul , Chris Clifton , Rajeev Motwani , Svetlozar Nestorov , Arnon Rosenthal, Query flocks: a generalization of association-rule mining, ACM SIGMOD Record, v.27 n.2, p.1-12, June 1998
|
|
|
|
|
|
|
|
|
F. Angiulli , R. Ben-Eliyahu-Zohary , L. Palopoli , G. B. Ianni, Computational properties of metaquerying problems, Proceedings of the nineteenth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.237-244, May 15-18, 2000, Dallas, Texas, United States
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jean-François Boulicaut , Patrick Marcel , Christophe Rigotti, Query driven knowledge discovery in multidimensional data, Proceedings of the 2nd ACM international workshop on Data warehousing and OLAP, p.87-93, November 02-06, 1999, Kansas City, Missouri, United States
|
|
|
|
|
|
|
|
|
Necip Fazil Ayan , Abdullah Uz Tansel , Erol Arkun, An efficient algorithm to update large itemsets with early pruning, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.287-291, August 15-18, 1999, San Diego, California, United States
|
|
|
|
|
|
Kaushik Dutta , Debra VanderMeer , Anindya Datta , Krithi Ramamritham, Discovering critical edge sequences in E-commerce catalogs, Proceedings of the 3rd ACM conference on Electronic Commerce, p.65-74, October 14-17, 2001, Tampa, Florida, USA
|
|
|
Bin Lan , Stephane Bressan , Beng Chin Ooi , Kian-Lee Tan, Rule-assisted prefetching in Web-server caching, Proceedings of the ninth international conference on Information and knowledge management, p.504-511, November 06-11, 2000, McLean, Virginia, United States
|
|
|
|
|
|
Jong Soo Park , Philip S. Yu , Ming-Syan Chen, Mining association rules with adjustable accuracy, Proceedings of the sixth international conference on Information and knowledge management, p.151-160, November 10-14, 1997, Las Vegas, Nevada, United States
|
|
|
|
|
|
|
|
|
|
|
|
Bruno Pôssas , Nivio Ziviani , Wagner Meira, Jr. , Berthier Ribeiro-Neto, Set-based model: a new approach for information retrieval, Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval, August 11-15, 2002, Tampere, Finland
|
|
|
|
|
|
|
|
|
Jong Soo Park , Ming-Syan Chen , Philip S. Yu, Efficient parallel data mining for association rules, Proceedings of the fourth international conference on Information and knowledge management, p.31-36, November 29-December 02, 1995, Baltimore, Maryland, United States
|
|
|
Christian Böhm , Bernhard Braunmüller , Markus Breunig , Hans-Peter Kriegel, High performance clustering based on the similarity join, Proceedings of the ninth international conference on Information and knowledge management, p.298-305, November 06-11, 2000, McLean, Virginia, United States
|
|
|
|
|
|
Luc De Raedt , Hendrik Blockeel , Luc Dehaspe , Wim Van Laer, Three companions for data mining in first order logic, Relational Data Mining, Springer-Verlag New York, Inc., New York, NY, 2001
|
|
|
Mei-Ling Shyu , Shu-Ching Chen , R. L. Kashyap, Discovering quasi-equivalence relationships from database systems, Proceedings of the eighth international conference on Information and knowledge management, p.102-108, November 02-06, 1999, Kansas City, Missouri, United States
|
|
|
|
|
|
|
|
|
Pang-Ning Tan , Hannah Blau , Steve Harp , Robert Goldman, Textual data mining of service center call records, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.417-423, August 20-23, 2000, Boston, Massachusetts, United States
|
|
|
Jef Wijsen , Raymond T. Ng , Toon Calders, Discovering roll-up dependencies, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.213-222, August 15-18, 1999, San Diego, California, United States
|
|
|
Anthony K.H. Tung , Hongjun Lu , Jiawei Han , Ling Feng, Breaking the barrier of transactions: mining inter-transaction association rules, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.297-301, August 15-18, 1999, San Diego, California, United States
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Ke Wang , Chu Xu , Bing Liu, Clustering transactions using large items, Proceedings of the eighth international conference on Information and knowledge management, p.483-490, November 02-06, 1999, Kansas City, Missouri, United States
|
|
|
|
|
|
Minos N. Garofalakis , Rajeev Rastogi , S. Seshadri , Kyuseok Shim, Data mining and the Web: past, present and future, Proceedings of the 2nd international workshop on Web information and data management, p.43-47, November 02-06, 1999, Kansas City, Missouri, United States
|
|
|
Heike Hofmann , Arno P. J. M. Siebes , Adalbert F. X. Wilhelm, Visualizing association rules with interactive mosaic plots, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.227-235, August 20-23, 2000, Boston, Massachusetts, United States
|
|
|
|
|
|
|
|
|
Ke Wang , Senqiang Zhou , Yu He, Growing decision trees on support-less association rules, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.265-269, August 20-23, 2000, Boston, Massachusetts, United States
|
|
|
|
|
|
Takeshi Fukuda , Yasukiko Morimoto , Shinichi Morishita , Takeshi Tokuyama, Data mining using two-dimensional optimized association rules: scheme, algorithms, and visualization, ACM SIGMOD Record, v.25 n.2, p.13-23, June 1996
|
|
|
|
|
|
|
|
|
Debra VanderMeer , Kaushik Dutta , Anindya Datta , Krithi Ramamritham , Shamkant B. Navanthe, Enabling scalable online personalization on the Web, Proceedings of the 2nd ACM conference on Electronic commerce, p.185-196, October 17-20, 2000, Minneapolis, Minnesota, United States
|
|
|
|
|
|
Heikki Mannila , Dmitry Pavlov , Padhraic Smyth, Prediction with local patterns using cross-entropy, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.357-361, August 15-18, 1999, San Diego, California, United States
|
|
|
|
|
|
Wynne Hsu , Mong Li Lee , Bing Liu , Tok Wang Ling, Exploration mining in diabetic patients databases: findings and conclusions, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.430-436, August 20-23, 2000, Boston, Massachusetts, United States
|
|
|
|
|
|
|
|
|
Amit A. Nanavati , Krishna P. Chitrapura , Sachindra Joshi , Raghu Krishnapuram, Mining generalised disjunctive association rules, Proceedings of the tenth international conference on Information and knowledge management, October 05-10, 2001, Atlanta, Georgia, USA
|
|
|
Ramesh C. Agarwal , Charu C. Aggarwal , V. V. V. Prasad, Depth first generation of long patterns, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.108-118, August 20-23, 2000, Boston, Massachusetts, United States
|
|
|
R. Agrawal , M. Carey , C. Faloutsos , S. Ghosh , M. Houtsma , T. Imieliński , B. Iyer , A. Mahboob , H. Miranda , R. Srikant , A. Swami, Quest: a project on database mining, ACM SIGMOD Record, v.23 n.2, p.514, June 1994
|
|
|
Ling Feng , Hongjun Lu , Jeffrey Xu Yu , Jiawei Han, Mining inter-transaction associations with templates, Proceedings of the eighth international conference on Information and knowledge management, p.225-233, November 02-06, 1999, Kansas City, Missouri, United States
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jason Tsong-Li Wang , Gung-Wei Chirn , Thomas G. Marr , Bruce Shapiro , Dennis Shasha , Kaizhong Zhang, Combinatorial pattern discovery for scientific data: some preliminary results, ACM SIGMOD Record, v.23 n.2, p.115-125, June 1994
|
|
|
Charų C. Aggarwal , Zheng Sun , Philip S. Yu, Online algorithms for finding profile association rules, Proceedings of the seventh international conference on Information and knowledge management, p.86-95, November 02-07, 1998, Bethesda, Maryland, United States
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Takeshi Fukuda , Yasuhido Morimoto , Shinichi Morishita , Takeshi Tokuyama, Mining optimized association rules for numeric attributes, Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems, p.182-191, June 04-06, 1996, Montreal, Quebec, Canada
|
|
|
Suk-Chung Yoon , Lawrence J. Henschen , E. K. Park , Sam Makki, Using domain knowledge in knowledge discovery, Proceedings of the eighth international conference on Information and knowledge management, p.243-250, November 02-06, 1999, Kansas City, Missouri, United States
|
|
|
Sergey Brin , Rajeev Rastogi , Kyuseok Shim, Mining optimized gain rules for numeric attributes, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.135-144, August 15-18, 1999, San Diego, California, United States
|
|
|
S. C. Yoon , I. Y. Song , E. K. Park, Intensional query processing using data mining approaches, Proceedings of the sixth international conference on Information and knowledge management, p.201-208, November 10-14, 1997, Las Vegas, Nevada, United States
|
|
|
|
|
|
|
|
|
|
|
|
Bing Liu , Wynne Hsu , Yiming Ma, Pruning and summarizing the discovered associations, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.125-134, August 15-18, 1999, San Diego, California, United States
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Yossi Azar , Amos Fiat , Anna Karlin , Frank McSherry , Jared Saia, Spectral analysis of data, Proceedings of the thirty-third annual ACM symposium on Theory of computing, p.619-626, July 2001, Hersonissos, Greece
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Pradeep Shenoy , Jayant R. Haritsa , S. Sundarshan , Gaurav Bhalotia , Mayank Bawa , Devavrat Shah, Turbo-charging vertical mining of large databases, ACM SIGMOD Record, v.29 n.2, p.22-33, June 2000
|
|
|
Xiaobin Fu , Jay Budzik , Kristian J. Hammond, Mining navigation history for recommendation, Proceedings of the 5th international conference on Intelligent user interfaces, p.106-112, January 09-12, 2000, New Orleans, Louisiana, United States
|
|
|
Dimitrios Gunopulos , Roni Khardon , Heikki Mannila , Sanjeev Saluja , Hannu Toivonen , Ram Sewak Sharma, Discovering all most specific sentences, ACM Transactions on Database Systems (TODS), v.28 n.2, p.140-174, June 2003
|
|
|
Sarabjot S. Anand , Bryan W. Scotney , Mee G. Tan , Sally I. McClean , David A. Bell , John G. Hughes , Ian C. Magill, Designing a Kernel for Data Mining, IEEE Expert: Intelligent Systems and Their Applications, v.12 n.2, p.65-74, March 1997
|
|
|
Lisa Singh , Peter Scheuermann , Bin Chen, Generating association rules from semi-structured documents using an extended concept hierarchy, Proceedings of the sixth international conference on Information and knowledge management, p.193-200, November 10-14, 1997, Las Vegas, Nevada, United States
|
|
|
|
|
|
Lilian Harada , Naoki Akaboshi , Kazutaka Ogihara , Riichiro Take, Dynamic skew handling in parallel mining of association rules, Proceedings of the seventh international conference on Information and knowledge management, p.76-85, November 02-07, 1998, Bethesda, Maryland, United States
|
|
|
|
|
|
|
|
|
Jon Kleinberg , Christos Papadimitriou , Prabhakar Raghavan, Segmentation problems, Proceedings of the thirtieth annual ACM symposium on Theory of computing, p.473-482, May 24-26, 1998, Dallas, Texas, United States
|
|
|
|
|
|
|
|
|
Bing Liu , Wynne Hsu , Yiming Ma, Mining association rules with multiple minimum supports, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.337-341, August 15-18, 1999, San Diego, California, United States
|
|
|
Mika Klemettinen , Heikki Mannila , Pirjo Ronkainen , Hannu Toivonen , A. Inkeri Verkamo, Finding interesting rules from large sets of discovered association rules, Proceedings of the third international conference on Information and knowledge management, p.401-407, November 29-December 02, 1994, Gaithersburg, Maryland, United States
|
|
|
|
|
|
|
|
|
|
|
|
Wenke Lee , Salvatore J. Stolfo , Kui W. Mok, Mining in a data-flow environment: experience in network intrusion detection, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.114-124, August 15-18, 1999, San Diego, California, United States
|
|
|
Tom Brijs , Gilbert Swinnen , Koen Vanhoof , Geert Wets, Using association rules for product assortment decisions: a case study, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.254-260, August 15-18, 1999, San Diego, California, United States
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Claus Boyens , Oliver Günther , Maximilian Teltzrow, Privacy conflicts in CRM services for online shops: a case study, Proceedings of the IEEE international conference on Privacy, security and data mining, p.27-35, December 01, 2002, Maebashi City, Japan
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
D. Sánchez , J. M. Serrano , M. A. Vila , V. Aranda , J. Calero , G. Delgado, Using data mining techniques to analyze correspondences between user and scientific knowledge in an agricultural environment, Enterprise information systems IV, Kluwer Academic Publishers, Hingham, MA, 2003
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Amol Ghoting , Gregory Buehrer , Srinivasan Parthasarathy , Daehyun Kim , Anthony Nguyen , Yen-Kuang Chen , Pradeep Dubey, Cache-conscious frequent pattern mining on a modern processor, Proceedings of the 31st international conference on Very large data bases, August 30-September 02, 2005, Trondheim, Norway
|
|
|
|
|
|
|
|
|
Junqiang Liu , Yunhe Pan , Ke Wang , Jiawei Han, Mining frequent item sets by opportunistic projection, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
|
|
|
Jack Dongarra , Ian Foster , Geoffrey Fox , William Gropp , Ken Kennedy , Linda Torczon , Andy White, References, Sourcebook of parallel computing, Morgan Kaufmann Publishers Inc., San Francisco, CA, 2003
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Daniel Kifer , Johannes Gehrke , Cristian Bucila , Walker White, How to quickly find a witness, Proceedings of the twenty-second ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, p.272-283, June 09-11, 2003, San Diego, California
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Cheuk Yiu Ip , William C. Regli , Leonard Sieger , Ali Shokoufandeh, Automated learning of model classifications, Proceedings of the eighth ACM symposium on Solid modeling and applications, June 16-20, 2003, Seattle, Washington, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Daniele Braga , Alessandro Campi , Stefano Ceri , Mika Klemettinen , PierLuca Lanzi, Discovering interesting information in XML data with association rules, Proceedings of the 2003 ACM symposium on Applied computing, March 09-12, 2003, Melbourne, Florida
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Daniel Barbará , Yi Li , Julia Couto , Jia-Ling Lin , Sushil Jajodia, Bootstrapping a data mining intrusion detection system, Proceedings of the 2003 ACM symposium on Applied computing, March 09-12, 2003, Melbourne, Florida
|
|
|
|
|
|
Cristian Estan , Stefan Savage , George Varghese, Automatically inferring patterns of resource consumption in network traffic, Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications, August 25-29, 2003, Karlsruhe, Germany
|
|
|
Guimei Liu , Hongjun Lu , Wenwu Lou , Jeffrey Xu Yu, On computing, storing and querying frequent patterns, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2003, Washington, D.C.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Hui Xiong , Shashi Shekhar , Pang-Ning Tan , Vipin Kumar, Exploiting a support-based upper bound of Pearson's correlation coefficient for efficiently identifying strongly correlated pairs, Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, August 22-25, 2004, Seattle, WA, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Shian-Hua Lin , Chi-Sheng Shih , Meng Chang Chen , Jan-Ming Ho , Ming-Tat Ko , Yueh-Ming Huang, Extracting classification knowledge of Internet documents with mining term associations: a semantic approach, Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval, p.241-249, August 24-28, 1998, Melbourne, Australia
|
|
|
J. E. Moreira , S. P. Midkiff , M. Gupta , R. Lawrence, High performance computing with the Array package for Java: a case study using data mining, Proceedings of the 1999 ACM/IEEE conference on Supercomputing (CDROM), p.10-es, November 14-19, 1999, Portland, Oregon, United States
|
|
|
Roberto J. Bayardo, Jr. , Rakesh Agrawal, Mining the most interesting rules, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.145-154, August 15-18, 1999, San Diego, California, United States
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Edwin M. Knorr , Raymond T. Ng , David L. Shilvock, Performing boundary shape matching in spatial data, Proceedings of the 1996 conference of the Centre for Advanced Studies on Collaborative research, p.20, November 12-14, 1996, Toronto, Ontario, Canada
|
|
|
|
|
|
Mohammed Javeed Zaki , Srinivasan Parthasarathy , Wei Li, A localized algorithm for parallel association mining, Proceedings of the ninth annual ACM symposium on Parallel algorithms and architectures, p.321-330, June 23-25, 1997, Newport, Rhode Island, United States
|
|
|
Igor V. Cadez , Padhraic Smyth , Heikki Mannila, Probabilistic modeling of transaction data with applications to profiling, visualization, and prediction, Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, p.37-46, August 26-29, 2001, San Francisco, California
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Cristian Bucila , Johannes Gehrke , Daniel Kifer , Walker White, DualMiner: a dual-pruning algorithm for itemsets with constraints, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
M. J. Zaki , M. Ogihara , S. Parthasarathy , W. Li, Parallel data mining for association rules on shared-memory multi-processors, Proceedings of the 1996 ACM/IEEE conference on Supercomputing (CDROM), p.43-es, January 01-01, 1996, Pittsburgh, Pennsylvania, United States
|
|
|
|
|
|
Dong-Ho Kim , Vijayalakshmi Atluri , Michael Bieber , Nabil Adam , Yelena Yesha, A clickstream-based collaborative filtering personalization model: towards a better performance, Proceedings of the 6th annual ACM international workshop on Web information and data management, November 12-13, 2004, Washington DC, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Hervé Brönnimann , Bin Chen , Manoranjan Dash , Peter Haas , Peter Scheuermann, Efficient data reduction with EASE, Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2003, Washington, D.C.
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Guozhu Dong , Jiawei Han , Joyce M. W. Lam , Jian Pei , Ke Wang , Wei Zou, Mining Constrained Gradients in Large Databases, IEEE Transactions on Knowledge and Data Engineering, v.16 n.8, p.922-938, August 2004
|
|
|
Jacky W. W. Wan , Gillian Dobbie, Mining association rules from XML data using XQuery, Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation, p.169-174, January 01, 2004, Dunedin, New Zealand
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
J. E. Moreira , S. P. Midkiff , M. Gupta , P. V. Artigas , M. Snir , R. D. Lawrence, Java programming for high-performance numerical computing, IBM Systems Journal, v.39 n.1, p.21-56, January 2000
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jie Cheng , Christos Hatzis , Hisashi Hayashi , Mark-A. Krogel , Shinichi Morishita , David Page , Jun Sese, KDD Cup 2001 report, ACM SIGKDD Explorations Newsletter, v.3 n.2, January 2002
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Till Quack , Ullrich Mönich , Lars Thiele , B. S. Manjunath, Cortina: a system for large-scale, content-based web image retrieval, Proceedings of the 12th annual ACM international conference on Multimedia, October 10-16, 2004, New York, NY, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Haiquan Li , Jinyan Li , Limsoon Wong , Mengling Feng , Yap-Peng Tan, Relative risk and odds ratio: a data mining perspective, Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems, June 13-15, 2005, Baltimore, Maryland
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Edith Cohen , Mayur Datar , Shinji Fujiwara , Aristides Gionis , Piotr Indyk , Rajeev Motwani , Jeffrey D. Ullman , Cheng Yang, Finding Interesting Associations without Support Pruning, IEEE Transactions on Knowledge and Data Engineering, v.13 n.1, p.64-78, January 2001
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Wai-Ho Au , Keith C. C. Chan , Andrew K. C. Wong , Yang Wang, Attribute Clustering for Grouping, Selection, and Classification of Gene Expression Data, IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB), v.2 n.2, p.83-101, April 2005
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Imad Rahal , Dongmei Ren , Amal Perera , Hassan Najadat , William Perrizo , Riad Rahhal , Willy Valdivia, Incremental interactive mining of constrained association rules from biological annotation data with nominal features, Proceedings of the 2005 ACM symposium on Applied computing, March 13-17, 2005, Santa Fe, New Mexico
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Xifeng Yan , Hong Cheng , Jiawei Han , Dong Xin, Summarizing itemset patterns: a profile-based approach, Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining, August 21-24, 2005, Chicago, Illinois, USA
|
|
|
|
|
|
|
|
|
Bruno M. Fonseca , Paulo Golgher , Bruno Pôssas , Berthier Ribeiro-Neto , Nivio Ziviani, Concept-based interactive query expansion, Proceedings of the 14th ACM international conference on Information and knowledge management, October 31-November 05, 2005, Bremen, Germany
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Tristan Denmat , Mireille Ducassé , Olivier Ridoux, Data mining and cross-checking of execution traces: a re-interpretation of Jones, Harrold and Stasko test information, Proceedings of the 20th IEEE/ACM international Conference on Automated software engineering, November 07-11, 2005, Long Beach, CA, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Dan Li , Sherri Harms , Steve Goddard , William Waltman , Jitender Deogun, Time-series data mining in a geospatial decision support system, Proceedings of the 2003 annual national conference on Digital government research, p.1-4, May 18-21, 2003, Boston, MA
|
|
|
|
|
|
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
|
|
|
Cheng-Ru Lin , Chang-Hung Lee , Ming-Syan Chen , Philip S. Yu, Distributed data mining in a chain store database of short transactions, Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining, July 23-26, 2002, Edmonton, Alberta, Canada
|
|
|
Qiaozhu Mei , Dong Xin , Hong Cheng , Jiawei Han , ChengXiang Zhai, Generating semantic annotations for frequent patterns with context analysis, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Hassan H. Malik , John R. Kender, Clustering web images using association rules, interestingness measures, and hypergraph partitions, Proceedings of the 6th international conference on Web engineering, July 11-14, 2006, Palo Alto, California, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Gary Saunders , Sasa Ivkovic , Ranadhir Ghosh , John Yearwood, Applying anatomical therapeutic chemical (ATC) and critical term ontologies to Australian drug safety data for association rules and adverse event signalling, Proceedings of the 2005 Australasian Ontology Workshop, p.93-98, December 06, 2005, Sydney, Australia
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Ioannis N. Kouris , Christos H. Makris , Athanasios K. Tsakalidis, Making items suggestions in non online environments, Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases, p.400-405, February 15-17, 2006, Madrid, Spain
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Xiangye Xiao , Longhao Wang , Xing Xie , Qiong Luo, Discovering co-located queries in geographic search logs, Proceedings of the first international workshop on Location and the web, p.77-84, April 22-22, 2008, Beijing, China
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Tom Brijs , Bart Goethals , Gilbert Swinnen , Koen Vanhoof , Geert Wets, A data mining framework for optimal product selection in retail supermarket data: the generalized PROFSET model, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.300-304, August 20-23, 2000, Boston, Massachusetts, United States
|
|
|
R. J. Bayardo, Jr. , W. Bohrer , R. Brice , A. Cichocki , J. Fowler , A. Helal , V. Kashyap , T. Ksiezyk , G. Martin , M. Nodine , M. Rashid , M. Rusinkiewicz , R. Shea , C. Unnikrishnan , A. Unruh , D. Woelk, InfoSleuth: agent-based semantic integration of information in open and dynamic environments, ACM SIGMOD Record, v.26 n.2, p.195-206, June 1997
|
|
|
|
|
|
Gregory Buehrer , Yen-Kuang Chen , Srinivasan Parthasarathy , Anthony Nguyen , Amol Ghoting , Daehyun Kim, Efficient pattern mining on shared memory systems: implications for chip multiprocessor architectures, Proceedings of the 2006 workshop on Memory system performance and correctness, October 22-22, 2006, San Jose, California
|
|
|
|
|
|
María N. Moreno García , Isabel Ramos Román , Francisco J. García Peñalvo , Miguel Toro Bonilla, An association rule mining method for estimating the impact of project management policies on software quality, development time and effort, Expert Systems with Applications: An International Journal, v.34 n.1, p.522-529, January, 2008
|
|
|
|
|
|
|
|
|
Gregory Buehrer , Srinivasan Parthasarathy , Shirish Tatikonda , Tahsin Kurc , Joel Saltz, Toward terabyte pattern mining: an architecture-conscious solution, Proceedings of the 12th ACM SIGPLAN symposium on Principles and practice of parallel programming, March 14-17, 2007, San Jose, California, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Salvatore J. Stolfo , Shlomo Hershkop , Chia-Wei Hu , Wei-Jen Li , Olivier Nimeskern , Ke Wang, Behavior-based modeling and its application to Email analysis, ACM Transactions on Internet Technology (TOIT), v.6 n.2, p.187-221, May 2006
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Riadh Ben Messaoud , Sabine Loudcher Rabaséda , Omar Boussaid , Rokia Missaoui, Enhanced mining of association rules from data cubes, Proceedings of the 9th ACM international workshop on Data warehousing and OLAP, November 10-10, 2006, Arlington, Virginia, USA
|
|
|
|
|
|
|
|
|
|
|
|
Sebastian Michel , Matthias Bender , Nikos Ntarmos , Peter Triantafillou , Gerhard Weikum , Christian Zimmer, Discovering and exploiting keyword and attribute-value co-occurrences to improve P2P routing indices, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
|
|
|
|
|
|
Tieyun Qian , Hui Xiong , Yuanzhen Wang , Enhong Chen, Adapting association patterns for text categorization: weaknesses and enhancements, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jian Pei , Yidong Yuan , Xuemin Lin , Wen Jin , Martin Ester , Qing Liu , Wei Wang , Yufei Tao , Jeffrey Xu Yu , Qing Zhang, Towards multidimensional subspace skyline analysis, ACM Transactions on Database Systems (TODS), v.31 n.4, p.1335-1381, December 2006
|
|
|
|
|
|
Yaochun Huang , Hui Xiong , Weili Wu , Ping Deng , Zhongnan Zhang, Mining maximal hyperclique pattern: A hybrid search strategy, Information Sciences: an International Journal, v.177 n.3, p.703-721, February, 2007
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
P. Compieta , S. Di Martino , M. Bertolotto , F. Ferrucci , T. Kechadi, Exploratory spatio-temporal data mining and visualization, Journal of Visual Languages and Computing, v.18 n.3, p.255-279, June, 2007
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Vinod Yegneswaran , Jonathon T. Giffin , Paul Barford , Somesh Jha, An architecture for generating semantics-aware signatures, Proceedings of the 14th conference on USENIX Security Symposium, p.7-7, July 31-August 05, 2005, Baltimore, MD
|
|
|
Cameron Turner , Hany Bishay , Gabriel Bastien , Bo Peng , Robert C. Phillips, Configuring policies in public health applications, Expert Systems with Applications: An International Journal, v.32 n.4, p.1059-1072, May, 2007
|
|
|
|
|
|
Anthony J. T. Lee , Ruey-Wen Hong , Wei-Min Ko , Wen-Kwang Tsao , Hsiu-Hui Lin, Mining spatial association rules in image databases, Information Sciences: an International Journal, v.177 n.7, p.1593-1608, April, 2007
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Yanchang Zhao , Longbing Cao , Yvonne Morrow , Yuming Ou , Jiarui Ni , Chengqi Zhang, Discovering debtor patterns of centrelink customers, Proceedings of the fifth Australasian conference on Data mining and analystics, p.135-144, November 29-30, 2006, Sydney, Australia
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Franck Le , Sihyung Lee , Tina Wong , Hyong S. Kim , Darrell Newcomb, Minerals: using data mining to detect router misconfigurations, Proceedings of the 2006 SIGCOMM workshop on Mining network data, p.293-298, September 11-15, 2006, Pisa, Italy
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Anna C. Gilbert , Yannis Kotidis , S. Muthukrishnan , Martin J. Strauss, How to summarize the universe: dynamic maintenance of quantiles, Proceedings of the 28th international conference on Very Large Data Bases, p.454-465, August 20-23, 2002, Hong Kong, China
|
|
|
Kaijian Xu , Manli Zhu , Daqing Zhang , Tao Gu, Context-aware content filtering & presentation for pervasive & mobile information systems, Proceedings of the 1st international conference on Ambient media and systems, p.1-8, February 11-14, 2008, Quebec, Canada
|
|
|
Gabriel Ghinita , Panos Kalnis , Ali Khoshgozaran , Cyrus Shahabi , Kian-Lee Tan, Private queries in location based services: anonymizers are not necessary, Proceedings of the 2008 ACM SIGMOD international conference on Management of data, June 09-12, 2008, Vancouver, Canada
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Vincent Ng , Stephen Chan , Derek Lau , Cheung Man Ying, Incremental mining for temporal association rules for crime pattern discoveries, Proceedings of the eighteenth conference on Australasian database, p.123-132, January 30-February 02, 2007, Ballarat, Victoria, Australia
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Chenyong Hu , Benyu Zhang , Yongji Wang , Shuicheng Yan , Zheng Chen , Qing Wang , Qiang Yang, Learning quantifiable associations via principal sparse non-negative matrix factorization, Intelligent Data Analysis, v.9 n.6, p.603-620, November 2005
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Aparna S. Varde , Makiko Takahashi , Elke A. Rundensteiner , Matthew O. Ward , Mohammed Maniruzzaman , Richard D. Sisson, Jr., Apriori algorithm and game-of-life for predictive analysis in materials science, International Journal of Knowledge-based and Intelligent Engineering Systems, v.8 n.4, p.213-228, December 2004
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jun Yan , Ning Liu , Qiang Yang , Benyu Zhang , Qiansheng Cheng , Zheng Chen, Mining Adaptive Ratio Rules from Distributed Data Sources, Data Mining and Knowledge Discovery, v.12 n.2-3, p.249-273, May 2006
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Amol Ghoting , Gregory Buehrer , Srinivasan Parthasarathy , Daehyun Kim , Anthony Nguyen , Yen-Kuang Chen , Pradeep Dubey, Cache-conscious frequent pattern mining on modern and emerging processors, The VLDB Journal — The International Journal on Very Large Data Bases, v.16 n.1, p.77-96, January 2007
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
A. Dreweke , M. Worlein , I. Fischer , D. Schell , Th. Meinl , M. Philippsen, Graph-Based Procedural Abstraction, Proceedings of the International Symposium on Code Generation and Optimization, p.259-270, March 11-14, 2007
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Azzedine Boukerche , Samer Samarah, A new in-network data reduction mechanism to gather data for mining wireless sensor networks, Proceedings of the 10th ACM Symposium on Modeling, analysis, and simulation of wireless and mobile systems, October 22-26, 2007, Chania, Crete Island, Greece
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Vilém Novák , Irina Perfilieva , Antonín Dvořák , Guoqing Chen , Qiang Wei , Peng Yan, Mining pure linguistic associations from numerical data, International Journal of Approximate Reasoning, v.48 n.1, p.4-22, April, 2008
|
|
|
Robert Jäschke , Andreas Hotho , Christoph Schmitz , Bernhard Ganter , Gerd Stumme, Discovering shared conceptualizations in folksonomies, Web Semantics: Science, Services and Agents on the World Wide Web, v.6 n.1, p.38-53, February, 2008
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Hannes Heikinheimo , Eino Hinkkanen , Heikki Mannila , Taneli Mielikäinen , Jouni K. Seppänen, Finding low-entropy sets and trees from binary data, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, August 12-15, 2007, San Jose, California, USA
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Elisa Tuler , Raquel O. Prates , Fernando Almir , Leonardo Rocha , Wagner Meira, Jr., Caracterizando desafios de interação com sistemas de mineração de regras de associação, Proceedings of VII Brazilian symposium on Human factors in computing systems, November 19-22, 2006, Natal, RN, Brazil
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Gaurav Pandey , Michael Steinbach , Rohit Gupta , Tushar Garg , Vipin Kumar, Association analysis-based transformations for protein interaction networks: a function prediction case study, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, August 12-15, 2007, San Jose, California, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Zan Huang , Jiexun Li , Hua Su , George S. Watts , Hsinchun Chen, Large-scale regulatory network analysis from microarray data: modified Bayesian network learning and association rule mining, Decision Support Systems, v.43 n.4, p.1207-1225, August, 2007
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Surong Wang , Manoranjan Dash , Liang-Tien Chia , Min Xu, Efficient sampling of training set in large and noisy multimedia data, ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP), v.3 n.3, p.14-es, August 2007
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Huajing Li , Zaiqing Nie , Wang-Chien Lee , Lee Giles , Ji-Rong Wen, Scalable community discovery on textual data with relations, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Yijun Bei , Gang Chen , Lidan Shou , Xiaoyan Li , Jinxiang Dong, Bottom-up discovery of frequent rooted unordered subtrees, Information Sciences: an International Journal, v.179 n.1-2, p.70-88, January, 2009
|
|
|
|
|
|
|
|
|
Jian Pei , Haixun Wang , Jian Liu , Ke Wang , Jianyong Wang , Philip S. Yu, Discovering Frequent Closed Partial Orders from Strings, IEEE Transactions on Knowledge and Data Engineering, v.18 n.11, p.1467-1481, November 2006
|
|
|
Yabo Xu , Ke Wang , Ada Wai-Chee Fu , Philip S. Yu, Anonymizing transaction databases for publication, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Ruoming Jin , Muad Abu-Ata , Yang Xiang , Ning Ruan, Effective and efficient itemset pattern summarization: regression-based approaches, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
|
|
|
C. Romero , P. González , S. Ventura , M. J. del Jesus , F. Herrera, Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data, Expert Systems with Applications: An International Journal, v.36 n.2, p.1632-1644, March, 2009
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Anna Povzner , Kimberly Keeton , Arif Merchant , Charles B. Morrey, III , Mustafa Uysal , Marcos K. Aguilera, Autograph: automatically extracting workflow file signatures, ACM SIGOPS Operating Systems Review, v.43 n.1, January 2009
|
|
|
|
|
|
|
|
|
|
|
|
María N. Moreno , Saddys Segrera , Vivian F. López , M. José Polo, A method for mining quantitative association rules, Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization, p.173-178, September 22-24, 2006, Lisbon, Portugal
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
G. Delgado , V. Aranda , J. Calero , M. Sánchez-Marañón , J. M. Serrano , D. Sánchez , M. A. Vila, Using fuzzy data mining to evaluate survey data from olive grove cultivation, Computers and Electronics in Agriculture, v.65 n.1, p.99-113, January, 2009
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Dong Wang , Zhikun Wang , Jianmin Li , Bo Zhang , Xirong Li, Query representation by structured concept threads with application to interactive video retrieval, Journal of Visual Communication and Image Representation, v.20 n.2, p.104-116, February, 2009
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Guangli Nie , Lingling Zhang , Ying Liu , Xiuyu Zheng , Yong Shi, Decision analysis of data mining project based on Bayesian risk, Expert Systems with Applications: An International Journal, v.36 n.3, p.4589-4594, April, 2009
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Pdf