Third IEEE International Conference on Data Mining

Nov. 19 2003 to Nov. 22 2003

Melbourne, Florida

ISBN: 0-7695-1978-4

Table of Contents

Third IEEE International Conference on Data Mining Full-text access may be available. Sign in or learn about subscription options.

Welcome to ICDM 2003 Freely available from IEEE.pp. xiv

Conference Organization Freely available from IEEE.pp. xvi

Steering Committee Freely available from IEEE.pp. xvii

Program Committee Freely available from IEEE.pp. xviii

External Reviewers Freely available from IEEE.pp. xxii

Corporate Sponsors Freely available from IEEE.pp. xxiv

Invited Talks Freely available from IEEE.pp. 751

Tutorials Full-text access may be available. Sign in or learn about subscription options.pp. 752

Workshops Freely available from IEEE.pp. 753

Research-Track Regular Papers

Efficient Multidimensional Quantitative Hypotheses Generation Full-text access may be available. Sign in or learn about subscription options.pp. 3

by Amihood Amir, Reuven Kashi, Nathan S. Netanyahu

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ExAMiner: Optimized Level-wise Frequent Pattern Mining with Monotone Constraints Full-text access may be available. Sign in or learn about subscription options.pp. 11

by Francesco Bonchi, Fosca Giannotti, Alessio Mazzanti, Dino Pedreschi

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Mining High Utility Itemsets Full-text access may be available. Sign in or learn about subscription options.pp. 19

by Raymond Chan, Qiang Yang, Yi-Dong Shen

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Zigzag: a new algorithm for mining large inclusion dependencies in databases Full-text access may be available. Sign in or learn about subscription options.pp. 27

by Fabien De Marchi, Jean-Marc Petit

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Frequent Sub-Structure-Based Approaches for Classifying Chemical Compounds Full-text access may be available. Sign in or learn about subscription options.pp. 35

by Mukund Deshpande, Michihiro Kuramochi, George Karypis

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Optimized Disjunctive Association Rules via Sampling Full-text access may be available. Sign in or learn about subscription options.pp. 43

by J. Elble, C. Heeren, L. Pitt

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Is random model better? On its accuracy and efficiency Full-text access may be available. Sign in or learn about subscription options.pp. 51

by Wei Fan, Haixun Wang, Philip S. Yu, Sheng Ma

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Identifying Markov Blankets with Decision Tree Induction Full-text access may be available. Sign in or learn about subscription options.pp. 59

by Lewis Frey, Douglas Fisher, Ioannis Tsamardinos, Constantin F. Aliferis, Alexander Statnikov

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Reliable Detection of Episodes in Event Sequences Full-text access may be available. Sign in or learn about subscription options.pp. 67

by Robert Gwadera, Mikhail Atallah, Wojciech Szpankowski

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A Dynamic Adaptive Self-Organising Hybrid Model for Text Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 75

by Chihli Hung, Stefan Wermter

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Mining Significant Pairs of Patterns from Graph Structures with Class Labels Full-text access may be available. Sign in or learn about subscription options.pp. 83

by Akihiro Inokuchi, Hisashi Kashima

Scalable model-based clustering by working on data summaries Full-text access may be available. Sign in or learn about subscription options.pp. 91-98

by Huidong Jin, Man-Leung Wong, Kwong-Sak Leung

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On the Privacy Preserving Properties of Random Data Perturbation Techniques Full-text access may be available. Sign in or learn about subscription options.pp. 99

by Hillol Kargupta, Souptik Datta, Qi Wang, Krishnamoorthy Sivakumar

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Semantic Log Analysis Based on a User Query Behavior Model Full-text access may be available. Sign in or learn about subscription options.pp. 107

by Kawamae Noriaki, Mukaigaito Takeya, Hanaki Miyoshi

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Clustering of Time Series Subsequences is Meaningless: Implications for Previous and Future Research Full-text access may be available. Sign in or learn about subscription options.pp. 115

by Eamonn Keogh, Jessica Lin, Wagner Truppel

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Dynamic Weighted Majority: A New Ensemble Method for Tracking Concept Drift Full-text access may be available. Sign in or learn about subscription options.pp. 123

by Jeremy Z. Kolter, Marcus A. Maloof

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Probabilistic Noise Identification and Data Cleaning Full-text access may be available. Sign in or learn about subscription options.pp. 131

by Jeremy Kubica, Andrew Moore

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Localized Prediction of Continuous Target Variables Using Hierarchical Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 139

by Aleksandar Lazarevic, Ramdev Kanapady, Chandrika Kamath, Vipin Kumar, Kumar Tamma

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An Algebra for Inductive Query Evaluation Full-text access may be available. Sign in or learn about subscription options.pp. 147

by Sau Dan Lee, Luc De Raedt

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Direct Interesting Rule Generation Full-text access may be available. Sign in or learn about subscription options.pp. 155

by Jiuyong Li, Yanchun Zhang

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Spatial Interest Pixels (SIPs): Useful Low-Level Features of Visual Media Data Full-text access may be available. Sign in or learn about subscription options.pp. 163

by Qi Li, Jieping Ye, Chandra Kambhamettu

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Unsupervised Link Discovery in Multi-relational Data via Rarity Analysis Full-text access may be available. Sign in or learn about subscription options.pp. 171

by Shou-de Lin, Hans Chalupsky

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Building Text Classifiers Using Positive and Unlabeled Examples Full-text access may be available. Sign in or learn about subscription options.pp. 179

by Bing Liu, Yang Dai, Xiaoli Li, Wee Sun Lee, Philip S. Yu

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OP-Cluster: Clustering by Tendency in High Dimensional Space Full-text access may be available. Sign in or learn about subscription options.pp. 187

by Jinze Liu, Wei Wang

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Parsing Without a Grammar: Making Sense of Unknown File Formats Full-text access may be available. Sign in or learn about subscription options.pp. 195

by Levon Lloyd, Steven Skiena

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Probabilistic User Behavior Models Full-text access may be available. Sign in or learn about subscription options.pp. 203

by Eren Manavoglu, Dmitry Pavlov, C. Lee Giles

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Privacy-preserving Distributed Clustering using Generative Models Full-text access may be available. Sign in or learn about subscription options.pp. 211

by Srujana Merugu, Joydeep Ghosh

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Change Profiles Full-text access may be available. Sign in or learn about subscription options.pp. 219

by Taneli Mielik?inen

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Complex Spatial Relationships Full-text access may be available. Sign in or learn about subscription options.pp. 227

by Robert Munro, Sanjay Chawla, Pei Sun

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TECNO-STREAMS: Tracking Evolving Clusters in Noisy Data Streams with a Scalable Immune System Learning Model Full-text access may be available. Sign in or learn about subscription options.pp. 235

by Olfa Nasraoui, Cesar Cardona Uribe, Carlos Rojas Coronel, Fabio Gonzalez

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Efficient Nonlinear Dimension Reduction for Clustered Data Using Kernel Functions Full-text access may be available. Sign in or learn about subscription options.pp. 243

by Cheong Hee Park, Haesun Park

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Sequence Modeling with Mixtures of Conditional Maximum Entropy Distributions Full-text access may be available. Sign in or learn about subscription options.pp. 251

by Dmitry Pavlov

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MaPle: A Fast Algorithm for Maximal Pattern-based Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 259

by Jian Pei, Xiaoling Zhang, Moonjung Cho, Haixun Wang, Philip S. Yu

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Exploiting Unlabeled Data for Improving Accuracy of Predictive Data Mining Full-text access may be available. Sign in or learn about subscription options.pp. 267

by Kang Peng, Slobodan Vucetic, Bo Han, Hongbo Xie, Zoran Obradovic

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Statistical Relational Learning for Document Mining Full-text access may be available. Sign in or learn about subscription options.pp. 275

by Alexandrin Popescul, Lyle H. Ungar, Steve Lawrence, David M. Pennock

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Integrating Customer Value Considerations into Predictive Modeling Full-text access may be available. Sign in or learn about subscription options.pp. 283

by Saharon Rosset, Einat Neumann

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A High-Performance Distributed Algorithm for Mining Association Rules Full-text access may be available. Sign in or learn about subscription options.pp. 291

by Assaf Schuster, Ran Wolff, Dan Trock

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Introducing Uncertainty into Pattern Discovery in Temporal Event Sequences Full-text access may be available. Sign in or learn about subscription options.pp. 299

by Xingzhi Sun, Maria E. Orlowska, Xue Li

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Evolutionary Gabor Filter Optimization with Application to Vehicle Detection Full-text access may be available. Sign in or learn about subscription options.pp. 307

by Zehang Sun, George Bebis, Ronald Miller

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Detecting Interesting Exceptions from Medical Test Data with Visual Summarization Full-text access may be available. Sign in or learn about subscription options.pp. 315

by Einoshin Suzuki, Takeshi Watanabe, Hideto Yokoi, Katsuhiko Takabayashi

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Learning Bayesian Networks from Incomplete Data Based on EMI Method Full-text access may be available. Sign in or learn about subscription options.pp. 323

by Fengzhan Tian, Hongwei Zhang, Yuchang Lu

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Combining Multiple Weak Clusterings Full-text access may be available. Sign in or learn about subscription options.pp. 331

by Alexander Topchy, Anil K. Jain, William Punch

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Visualization of Rule's Similarity using Multidimensional Scaling Full-text access may be available. Sign in or learn about subscription options.pp. 339

by Shusaku Tsumoto, Shoji Hirano

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TSP: Mining Top-K Closed Sequential Patterns Full-text access may be available. Sign in or learn about subscription options.pp. 347

by Petre Tzvetkov, Xifeng Yan, Jiawei Han

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Interactive Visualization and Navigation in Large Data Collections using the Hyperbolic Space Full-text access may be available. Sign in or learn about subscription options.pp. 355

by J? Walter, J? Ontrup, Daniel Wessling, Helge Ritter

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Association Rule Mining in Peer-to-Peer Systems Full-text access may be available. Sign in or learn about subscription options.pp. 363

by Ran Wolff, Assaf Schuster

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MPIS: Maximal-Profit Item Selection with Cross-Selling Considerations Full-text access may be available. Sign in or learn about subscription options.pp. 371

by Raymond Chi-Wing Wong, Ada Wai-Chee Fu, Ke Wang

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Efficient Data Mining for Maximal Frequent Subtrees Full-text access may be available. Sign in or learn about subscription options.pp. 379

by Yongqiao Xiao, Jenq-Foung Yao, Zhigang Li, Margaret H. Dunham

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Mining Strong Affinity Association Patterns in Data Sets with Skewed Support Distribution Full-text access may be available. Sign in or learn about subscription options.pp. 387

by Hui Xiong, Pang-Ning Tan, Vipin Kumar

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On Precision and Recall of Multi-Attribute Data Extraction from Semistructured Sources Full-text access may be available. Sign in or learn about subscription options.pp. 395

by Guizhen Yang, Saikat Mukherjee, I. V. Ramakrishnan

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Mining Plans for Customer-Class Transformation Full-text access may be available. Sign in or learn about subscription options.pp. 403

by Qiang Yang, Hong Cheng

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Segmenting Customer Transactions Using a Pattern-Based Clustering Approach Full-text access may be available. Sign in or learn about subscription options.pp. 411

by Yinghui Yang, Balaji Padmanabhan

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A new optimization criterion for generalized discriminant analysis on undersampled problems Full-text access may be available. Sign in or learn about subscription options.pp. 419

by Jieping Ye, Ravi Janardan, Cheong Hee Park, Haesun Park

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Sentiment Analyzer: Extracting Sentiments about a Given Topic using Natural Language Processing Techniques Full-text access may be available. Sign in or learn about subscription options.pp. 427

by Jeonghee Yi, Tetsuya Nasukawa, Razvan Bunescu, Wayne Niblack

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Cost-Sensitive Learning by Cost-Proportionate Example Weighting Full-text access may be available. Sign in or learn about subscription options.pp. 435

by Bianca Zadrozny, John Langford, Naoki Abe

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CBC: Clustering Based Text Classification Requiring Minimal Labeled Data Full-text access may be available. Sign in or learn about subscription options.pp. 443

by Hua-Jun Zeng, Xuan-Hui Wang, Zheng Chen, Hongjun Lu, Wei-Ying Ma

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Regression Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 451

by Bin Zhang

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Model-based Clustering with Soft Balancing Full-text access may be available. Sign in or learn about subscription options.pp. 459

by Shi Zhong, Joydeep Ghosh

Research-Track Short Papers

Integrating Fuzziness into OLAP for Multidimensional Fuzzy Association Rules Mining Full-text access may be available. Sign in or learn about subscription options.pp. 469

by Reda Alhajj, Mehmet Kaya

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Analyzing High-Dimensional Data by Subspace Validity Full-text access may be available. Sign in or learn about subscription options.pp. 473

by Amihood Amir, Reuven Kashi, Nathan S. Netanyahu, Daniel Keim, Markus Wawryniuk

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Objective and Subjective Algorithms for Grouping Association Rules Full-text access may be available. Sign in or learn about subscription options.pp. 477

by Aijun An, Shakil Khan, Xiangji Huang

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Efficient Subsequence Matching in Time Series Databases Under Time and Amplitude Transformations Full-text access may be available. Sign in or learn about subscription options.pp. 481

by Tassos Argyros, Charis Ermopoulos

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A Fast Algorithm for Computing Hypergraph Transversals and its Application in Mining Emerging Patterns Full-text access may be available. Sign in or learn about subscription options.pp. 485

by James Bailey, Thomas Manoukian, Kotagiri Ramamohanarao

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Mining Relevant Text from Unlabelled Documents Full-text access may be available. Sign in or learn about subscription options.pp. 489

by Daniel Barbar?, Carlotta Domeniconi, Ning Kang

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A User-driven and Quality-oriented Visualization for Mining Association Rules Full-text access may be available. Sign in or learn about subscription options.pp. 493

by Julien Blanchard, Fabrice Guillet, Henri Briand

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Towards Simple, Easy-to-Understand, yet Accurate Classifiers Full-text access may be available. Sign in or learn about subscription options.pp. 497

by Doina Caragea, Dianne Cook, Vasant Honavar

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Validating and Refining Clusters via Visual Rendering Full-text access may be available. Sign in or learn about subscription options.pp. 501

by Keke Chen, Ling Liu

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Icon-based Visualization of Large High-Dimensional Datasets Full-text access may be available. Sign in or learn about subscription options.pp. 505

by Ping Chen, Chenyi Hu, Wei Ding, Heloise Lynn, Yves Simon

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Indexing and Mining Free Trees Full-text access may be available. Sign in or learn about subscription options.pp. 509

by Yun Chi, Yirong Yang, Richard R. Muntz

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T-Trees, Vertical Partitioning and Distributed Association Rule Mining Full-text access may be available. Sign in or learn about subscription options.pp. 513

by Frans Coenen, Paul Leng, Shakil Ahmed

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Information Theoretic Clustering of Sparse Co-Occurrence Data Full-text access may be available. Sign in or learn about subscription options.pp. 517

by Inderjit S. Dhillon, Yuqiang Guan

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Links Between Kleinberg?s Hubs and Authorities, Correspondence Analysis, and Markov Chains Full-text access may be available. Sign in or learn about subscription options.pp. 521

by Francois Fouss, Marco Saerens, Jean-Michel Renders

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Fast PNN-based Clustering Using K-nearest Neighbor Graph Full-text access may be available. Sign in or learn about subscription options.pp. 525

by Pasi Fr?nti, Olli Virmajoki, Ville Hautam?ki

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The Rough Set Approach to Association Rule Mining Full-text access may be available. Sign in or learn about subscription options.pp. 529

by J. W. Guan, D. A. Bell, D. Y. Liu

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Comparing Pure Parallel Ensemble Creation Techniques Against Bagging Full-text access may be available. Sign in or learn about subscription options.pp. 533

by Lawrence O. Hall, Kevin W. Bowyer, Robert E. Banfield, Divya Bhadoria, W. Philip Kegelmeyer, Steven Eschrich

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Improving Home Automation by Discovering Regularly Occurring Device Usage Patterns Full-text access may be available. Sign in or learn about subscription options.pp. 537

by Edwin O. Heierman, III, Diane J. Cook

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Ontologies Improve Text Document Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 541

by Andreas Hotho, Steffen Staab, Gerd Stumme

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The Hybrid Poisson Aspect Model for Personalized Shopping Recommendation Full-text access may be available. Sign in or learn about subscription options.pp. 545

by Chun-Nan Hsu, Hao-Hsiang Chung, Han-Shen Huang

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Efficient Mining of Frequent Subgraphs in the Presence of Isomorphism Full-text access may be available. Sign in or learn about subscription options.pp. 549

by Jun Huan, Wei Wang, Jan Prins

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Comparing Naive Bayes, Decision Trees, and SVM with AUC and Accuracy Full-text access may be available. Sign in or learn about subscription options.pp. 553

by Jin Huang, Jingjing Lu, Charles X. Ling

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SVM Based Models for Predicting Foreign Currency Exchange Rates Full-text access may be available. Sign in or learn about subscription options.pp. 557

by Joarder Kamruzzaman, Ruhul A Sarker, Iftekhar Ahmad

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Facilitating Fuzzy Association Rules Mining by Using Multi-Objective Genetic Algorithms for Automated Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 561

by Mehmet Kaya, Reda Alhajj

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PixelMaps: A New Visual Data Mining Approach for Analyzing Large Spatial Data Sets Full-text access may be available. Sign in or learn about subscription options.pp. 565

by Daniel A. Keim, Christian Panse, Mike Sips, Stephen C. North

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Effectiveness of Information Extraction, Multi-Relational, and Semi-Supervised Learning for Predicting Functional Properties of Genes Full-text access may be available. Sign in or learn about subscription options.pp. 569

by Mark-A. Krogel, Tobias Scheffer

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Tractable Group Detection on Large Link Data Sets Full-text access may be available. Sign in or learn about subscription options.pp. 573

by Jeremy Kubica, Andrew Moore, Jeff Schneider

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Tree-structured Partitioning Based on Splitting Histograms of Distances Full-text access may be available. Sign in or learn about subscription options.pp. 577

by Longin Jan Latecki, Rajagopal Venugopal, Marc Sobel, Steve Horvath

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CoMine: Efficient Mining of Correlated Patterns Full-text access may be available. Sign in or learn about subscription options.pp. 581

by Young-Koo Lee, Won-Young Kim, Y. Dora Cai, Jiawei Han

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Ensembles of Cascading Trees Full-text access may be available. Sign in or learn about subscription options.pp. 585

by Jinyan Li, Huiqing Liu

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Using Discriminant Analysis for Multi-class Classification Full-text access may be available. Sign in or learn about subscription options.pp. 589

by Tao Li, Shenghuo Zhu, Mitsunori Ogihara

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Interpretations of Association Rules by Granular Computing Full-text access may be available. Sign in or learn about subscription options.pp. 593

by Yuefeng Li, Ning Zhong

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