| Welcome to ICDM 2003 |
| Conference Organization |
| Steering Committee |
| Program Committee |
| External Reviewers |
| Corporate Sponsors |
| Invited Talks |
| Tutorials |
| Workshops |
| Research-Track Regular Papers |
| Efficient Multidimensional Quantitative Hypotheses Generation / A. Amir ; R. Kashi ; N. S. Netanyahu |
| ExAMiner: Optimized Level-Wise Frequent Pattern Mining with Monotone Constraints / F. Bonchi ; F. Giannotti ; A. Mazzanti ; D. Pedreschi |
| Mining High Utility Itemsets / R. Chan ; Q. Yang ; Y.-D. Shen |
| Zigzag: A New Algorithm for Mining Large Inclusion Dependencies in Databases / F. De Marchi ; J.-M. Petit |
| Frequent Sub-Structure-Based Approaches for Classifying Chemical Compounds / M. Deshpande ; M. Kuramochi ; G. Karypis |
| Optimized Disjunctive Association Rules via Sampling / J. Elble ; C. Heeren ; L. Pitt |
| Is Random Model Better? On Its Accuracy and Efficiency / W. Fan ; H. Wang ; P. S. Yu ; S. Ma |
| Identifying Markov Blankets with Decision Tree Induction / L. Frey ; D. Fisher ; I. Tsamardinos ; C. F. Aliferis ; A. Statnikov |
| Reliable Detection of Episodes in Event Sequences / R. Gwadera ; M. Atallah ; W. Szpankowski |
| A Dynamic Adaptive Self-Organising Hybrid Model for Text Clustering / C. Hung ; S. Wermter |
| Mining Significant Pairs of Patterns from Graph Structures with Class Labels / A. Inokuchi ; H. Kashima |
| Scalable Model-Based Clustering by Working on Data Summaries / H. Jin ; M.-L. Wong ; K.-S. Leung |
| On the Privacy Preserving Properties of Random Data Perturbation Techniques / H. Kargupta ; S. Datta ; Q. Wang ; K. Sivakumar |
| Semantic Log Analysis Based on a User Query Behavior Model / N. Kawamae ; T. Mukaigaito ; M. Hanaki |
| Clustering of Time Series Subsequences Is Meaningless: Implications for Previous and Future Research / E. Keogh ; J. Lin ; W. Truppel |
| Dynamic Weighted Majority: A New Ensemble Method for Tracking Concept Drift / J. Z. Kolter ; M. A. Maloof |
| Probabilistic Noise Identification and Data Cleaning / J. Kubica ; A. Moore |
| Localized Prediction of Continuous Target Variables Using Hierarchical Clustering / A. Lazarevic ; R. Kanapady ; C. Kamath ; V. Kumar ; K. Tamma |
| An Algebra for Inductive Query Evaluation / S. D. Lee ; L. De Raedt |
| Direct Interesting Rule Generation / J. Li ; Y. Zhang |
| Spatial Interest Pixels (SIPs): Useful Low-Level Features of Visual Media Data / Q. Li ; J. Ye ; C. Kambhamettu |
| Unsupervised Link Discovery in Multi-Relational Data via Rarity Analysis / S. Lin ; H. Chalupsky |
| Building Text Classifiers Using Positive and Unlabeled Examples / B. Liu ; Y. Dai ; X. Li ; W. S. Lee |
| OP-Cluster: Clustering by Tendency in High Dimensional Space / J. Liu ; W. Wang |
| Parsing without a Grammar: Making Sense of Unknown File Formats / L. Lloyd ; S. Skiena |
| Probabilistic User Behavior Models / E. Manavoglu ; D. Pavlov ; C. L. Giles |
| Privacy-Preserving Distributed Clustering Using Generative Models / S. Merugu ; J. Ghosh |
| Change Profiles / T. Mielikainen |
| Complex Spatial Relationships / R. Munro ; S. Chawla ; P. Sun |
| TECNO-STREAMS: Tracking Evolving Clusters in Noisy Data Streams with a Scalable Immune System Learning Model / O. Nasraoui ; C. Cardona Uribe ; C. Rojas Coronel ; F. Gonzalez |
| Efficient Nonlinear Dimension Reduction for Clustered Data Using Kernel Functions / C. H. Park ; H. Park |
| Sequence Modeling with Mixtures of Conditional Maximum Entropy Distributions |
| MaPle: A Fast Algorithm for Maximal Pattern-Based Clustering / J. Pei ; X. Zhang ; M. Cho |
| Exploiting Unlabeled Data for Improving Accuracy of Predictive Data Mining / K. Peng ; S. Vucetic ; B. Han ; H. Xie ; Z. Obradovic |
| Statistical Relational Learning for Document Mining / A. Popescul ; L. H. Ungar ; S. Lawrence ; D. M. Pennock |
| Integrating Customer Value Considerations into Predictive Modeling / S. Rosset ; E. Neumann |
| A High-Performance Distributed Algorithm for Mining Association Rules / A. Schuster ; R. Wolff ; D. Trock |
| Introducing Uncertainty into Pattern Discovery in Temporal Event Sequences / X. Sun ; M. E. Orlowska |
| Evolutionary Gabor Filter Optimization with Application to Vehicle Detection / Z. Sun ; G. Bebis ; R. Miller |
| Detecting Interesting Exceptions from Medical Test Data with Visual Summarization / E. Suzuki ; T. Watanabe ; H. Yokoi ; K. Takabayashi |
| Learning Bayesian Networks from Incomplete Data Based on EMI Method / F. Tian ; H. Zhang ; Y. Lu |
| Combining Multiple Weak Clusterings / A. Topchy ; A. K. Jain ; W. Punch |
| Visualization of Rule's Similarity Using Multidimensional Scaling / S. Tsumoto ; S. Hirano |
| TSP: Mining Top-K Closed Sequential Patterns / P. Tzvetkov ; X. Yan ; J. Han |
| Interactive Visualization and Navigation in Large Data Collections Using the Hyperbolic Space / J. Walter ; J. Ontrup ; D. Wessling ; H. Ritter |
| Association Rule Mining in Peer-to-Peer Systems |
| MPIS: Maximal-Profit Item Selection with Cross-Selling Considerations / R. C.-W. Wong ; A. W.-C. Fu ; K. Wang |
| Efficient Data Mining for Maximal Frequent Subtrees / Y. Xiao ; J.-F. Yao ; Z. Li ; M. H. Dunham |
| Mining Strong Affinity Association Patterns in Data Sets with Skewed Support Distribution / H. Xiong ; P.-N. Tan |
| On Precision and Recall of Multi-Attribute Data Extraction from Semistructured Sources / G. Yang ; S. Mukherjee ; I. V. Ramakrishnan |
| Mining Plans for Customer-Class Transformation / H. Cheng |
| Segmenting Customer Transactions Using a Pattern-Based Clustering Approach / Y. Yang ; B. Padmanabhan |
| A New Optimization Criterion for Generalized Discriminant Analysis on Undersampled Problems / R. Janardan |
| Sentiment Analyzer: Extracting Sentiments about a Given Topic Using Natural Language Processing Techniques / J. Yi ; T. Nasukawa ; R. Bunescu ; W. Niblack |
| Cost-Sensitive Learning by Cost-Proportionate Example Weighting / B. Zadrozny ; J. Langford ; N. Abe |
| CBC: Clustering Based Text Classification Requiring Minimal Labeled Data / H.-J. Zeng ; X.-H. Wang ; Z. Chen ; H. Lu ; W.-Y. Ma |
| Regression Clustering / B. Zhang |
| Model-Based Clustering with Soft Balancing / S. Zhong |
| Research-Track Short Papers |
| Integrating Fuzziness into OLAP for Multidimensional Fuzzy Association Rules Mining / R. Alhajj ; M. Kaya |
| Analyzing High-Dimensional Data by Subspace Validity / D. Keim ; M. Wawryniuk |
| Objective and Subjective Algorithms for Grouping Association Rules / A. An ; S. Khan ; X. Huang |
| Efficient Subsequence Matching in Time Series Databases under Time and Amplitude Transformations / T. Argyros ; C. Ermopoulos |
| A Fast Algorithm for Computing Hypergraph Transversals and Its Application in Mining Emerging Patterns / J. Bailey ; T. Manoukian ; K. Ramamohanarao |
| Mining Relevant Text from Unlabelled Documents / D. Barbara ; C. Domeniconi ; N. Kang |
| A User-Driven and Quality-Oriented Visualization for Mining Association Rules / J. Blanchard ; F. Guillet ; H. Briand |
| Towards Simple, Easy-to-Understand, yet Accurate Classifiers / D. Caragea ; D. Cook ; V. Honavar |
| Validating and Refining Clusters via Visual Rendering / K. Chen ; L. Liu |
| Icon-Based Visualization of Large High-Dimensional Datasets / P. Chen ; C. Hu ; W. Ding ; H. Lynn ; Y. Simon |
| Indexing and Mining Free Trees / Y. Chi ; R. R. Muntz |
| T-Trees, Vertical Partitioning and Distributed Association Rule Mining / F. Coenen ; P. Leng ; S. Ahmed |
| Information Theoretic Clustering of Sparse Co-Occurrence Data / I. S. Dhillon ; Y. Guan |
| Links between Kleinberg's Hubs and Authorities, Correspondence Analysis, and Markov Chains / F. Fouss ; M. Saerens ; J.-M. Renders |
| Fast PNN-Based Clustering Using K-Nearest Neighbor Graph / P. Franti ; O. Virmajoki ; V. Hautamaki |
| The Rough Set Approach to Association Rule Mining / J. W. Guan ; D. A. Bell ; D. Y. Liu |
| Comparing Pure Parallel Ensemble Creation Techniques against Bagging / L. O. Hall ; K. W. Bowyer ; R. E. Banfield ; D. Bhadoria ; W. P. Kegelmeyer ; S. Eschrich |
| Improving Home Automation by Discovering Regularly Occurring Device Usage Patterns / E. O. Heierman III ; D. J. Cook |
| Ontologies Improve Text Document Clustering / A. Hotho ; S. Staab ; G. Stumme |
| The Hybrid Poisson Aspect Model for Personalized Shopping Recommendation / C.-N. Hsu ; H.-H. Chung ; H.-S. Huang |
| Efficient Mining of Frequent Subgraphs in the Presence of Isomorphism / J. Huan ; J. Prins |
| Comparing Naive Bayes, Decision Trees, and SVM with AUC and Accuracy / J. Huang ; J. Lu ; C. X. Ling |
| SVM Based Models for Predicting Foreign Currency Exchange Rates / J. Kamruzzaman ; R. A. Sarker ; I. Ahmad |
| Facilitating Fuzzy Association Rules Mining by Using Multi-Objective Genetic Algorithms for Automated Clustering |
| PixelMaps: A New Visual Data Mining Approach for Analyzing Large Spatial Data Sets / D. A. Keim ; C. Panse ; M. Sips ; S. C. North |
| Effectiveness of Information Extraction, Multi-Relational, and Semi-Supervised Learning for Predicting Functional Properties of Genes / M.-A. Krogel ; T. Scheffer |
| Tractable Group Detection on Large Link Data Sets / J. Schneider |
| Tree-Structured Partitioning Based on Splitting Histograms of Distances / L. J. Latecki ; R. Venugopal ; M. Sobel ; S. Horvath |
| CoMine: Efficient Mining of Correlated Patterns / Y.-K. Lee ; W.-Y. Kim ; Y. D. Cai |
| Ensembles of Cascading Trees / H. Liu |
| Using Discriminant Analysis for Multi-Class Classification / T. Li ; S. Zhu ; M. Ogihara |
| Interpretations of Association Rules by Granular Computing / Y. Li ; N. Zhong |
| Algorithms for Spatial Outlier Detection / C.-T. Lu ; D. Chen ; Y. Kou |
| Learning Rules for Anomaly Detection of Hostile Network Traffic / M. V. Mahoney ; P. K. Chan |
| An Algorithm for the Exact Computation of the Centroid of Higher Dimensional Polyhedra and Its Application to Kernel Machines / F. Maire |
| Simple Estimators for Relational Bayesian Classifiers / J. Neville ; D. Jensen ; B. Gallagher |
| Protecting Sensitive Knowledge by Data Sanitization / S. R. M. Oliveira ; O. R. Zaiane |
| Mining Frequent Itemsets in Distributed and Dynamic Databases / M. E. Otey ; C. Wang ; S. Parthasarathy ; A. Veloso ; W. Meira, Jr. |
| Structure Search and Stability Enhancement of Bayesian Networks / H. Peng ; C. Ding |
| Privacy-Preserving Collaborative Filtering Using Randomized Perturbation Techniques / H. Polat ; W. Du |
| Semantic Role Parsing: Adding Semantic Structure to Unstructured Text / S. Pradhan ; K. Hacioglu ; W. Ward ; J. H. Martin ; D. Jurafsky |
| Mining Semantic Networks for Knowledge Discovery / K. Rajaraman ; A.-H. Tan |
| Impact Studies and Sensitivity Analysis in Medical Data Mining with ROC-Based Genetic Learning / M. Sebag ; J. Aze ; N. Lucas |
| K-D Decision Tree: An Accelerated and Memory Efficient Nearest Neighbor Classifier / T. Shibata ; T. Kato ; T. Wada |
| Mining the Web to Discover the Meanings of an Ambiguous Word / R. Tamir ; R. Rapp |
| A Hybrid Data-Mining Approach in Genomics and Text Structures / H.-N. Teodorescu ; L. I. Fira |
| Model Stability: A Key Factor in Determining Whether an Algorithm Produces an Optimal Model from a Matching Distribution / K. M. Ting ; R. J. Y. Quek |
| Enhancing Techniques for Efficient Topic Hierarchy Integration / J.-J. Tsay ; C.-F. Chang ; H.-Y. Chen ; C.-H. Lin |
| Pattern Discovery Based on Rule Induction and Taxonomy Generation |
| Active Sampling for Feature Selection / S. Veeramachaneni ; P. Avesani |
| Combining the Web Content and Usage Mining to Understand the Visitor Behavior in a Web Site / J. Velasquez ; H. Yasuda ; T. Aoki |
| Class Decomposition via Clustering: A New Framework for Low-Variance Classifiers / R. Vilalta ; M.-K. Achari ; C. F. Eick |
| Bootstrapping Rule Induction / L. R. Waitman ; D. H. Fisher ; P. H. King |
| Center-Based Indexing for Nearest Neighbors Search / A. Wojna |
| Postprocessing Decision Trees to Extract Actionable Knowledge / J. Yin ; T. Chen |
| Frequent-Pattern Based Iterative Projected Clustering / M. L. Yiu ; N. Mamoulis |
| General MC: Estimating Boundary of Positive Class from Small Positive Data / H. Yu |
| Clustering Item Data Sets with Association-Taxonomy Similarity / C.-H. Yun ; K.-T. Chuang ; M.-S. Chen |
| Dimensionality Reduction Using Kernel Pooled Local Discriminant Information / P. Zhang ; J. Peng |
| A Feature Selection Framework for Text Filtering / Z. Zheng ; R. Srihari ; S. Srihari |
| A K-NN Associated Fuzzy Evidential Reasoning Classifier with Adaptive Neighbor Selection / H. Zhu ; O. Basir |
| Industry-Track Papers |
| Findings from a Practical Project Concerning Web Usage Mining / F. Dellmann ; H. Wulff ; S. Schmitz |
| Predicting Distribution of a New Forest Disease Using One-Class SVMs / Q. Guo ; M. Kelly ; C. Graham |
| Understanding Helicoverpa armigera Pest Population Dynamics Related to Chickpea Crop Using Neural Networks / R. Gupta ; B. V. L. Narayana ; P. Krishna Reddy ; G. V. Ranga Rao ; C. L. L. Gowda ; Y. V. R. Reddy ; G. Rama Murthy |
| Text Mining for a Clear Picture of Defect Reports: A Praxis Report / J. Kreyss ; S. Selvaggio ; M. White ; Z. Zakharian |
| Mining Production Data with Neural Network and CART / M. Li ; S. Feng ; I. K. Sethi ; J. Luciow ; K. Wagner |
| Inference of Protein-Protein Interactions by Unlikely Profile Pair / B.-H. Park ; G. Ostrouchov ; G.-X. Yu ; A. Geist ; A. Gorin ; N. F. Samatova |
| Regulatory Element Discovery Using Tree-Structured Models / T. M. Phuong ; D. Lee ; K. H. Lee |
| Applying Noise Handling Techniques to Genomic Data: A Case Study / C. M. Teng |
| Detecting Patterns of Change Using Enhanced Parallel Coordinates Visualization / K. Zhao ; T. M. Tirpak ; A. Schaller |
| Author Index |
図書
