| Perspective on Data Mining from Statistical Viewpoints | p. 1 |
| Inductive Databases and Knowledge Scouts | p. 2 |
| Hyperlink-Aware Mining and Analysis of the Web | p. 4 |
| Polynomial Time Matching Algorithms for Tree-Like Structured Patterns in Knowledge Discovery | p. 5 |
| Fast Discovery of Interesting Rules | p. 17 |
| Performance Controlled Data Reduction for Knowledge Discovery in Distributed Databases | p. 29 |
| Minimum Message Length Criterion for Second-Order Polynomial Model Discovery | p. 40 |
| Frequent Itemset Counting Across Multiple Tables | p. 49 |
| Frequent Closures as a Concise Representation for Binary Data Mining | p. 62 |
| An Optimization Problem in Data Cube System Design | p. 74 |
| Exception Rule Mining with a Relative Interestingness Measure | p. 86 |
| Consistency Based Feature Selection | p. 98 |
| Feature Selection for Clustering | p. 110 |
| A Simple Dimensionality Reduction Technique for Fast Similarity Search in Large Time Series Databases | p. 122 |
| Missing Value Estimation Based on Dynamic Attribute Selection | p. 134 |
| On Association, Similarity and Dependency of Attributes | p. 138 |
| Prototype Generation Based on Instance Filtering and Averaging | p. 142 |
| A Visual Method of Cluster Validation with Fastmap | p. 153 |
| COE: Clustering with Obstacles Entities. A Preliminary Study | p. 165 |
| Combining Sampling Technique with DBSCAN Algorithm for Clustering Large Spatial Databases | p. 169 |
| Predictive Adaptive Resonance Theory and Knowledge Discovery in Databases | p. 173 |
| Improving Generalization Ability of Self-Generating Neural Networks Through Ensemble Averaging | p. 177 |
| Attribute Transformations on Numerical Databases | p. 181 |
| Efficient Detection of Local Interactions in the Cascade Model | p. 193 |
| Extracting Predictors of Corporate Bankruptcy: Empirical Study on Data Mining Methods | p. 204 |
| Evaluating Hypothesis-Driven Exception-Rule Discovery with Medical Data Sets | p. 208 |
| Discovering Protein Functional Models Using Inductive Logic Programming | p. 212 |
| Mining Web Transaction Patterns in an Electronic Commerce Environment | p. 216 |
| Making Use of the Most Expressive Jumping Emerging Patterns for Classification | p. 220 |
| Mining Structured Association Patterns from Databases | p. 233 |
| Association Rules | p. 245 |
| Density-Based Mining of Quantitative Association Rules | p. 257 |
| AViz: A Visualization System for Discovering Numerical Association Rules | p. 269 |
| Discovering Unordered and Ordered Phrase Association Patterns for Text Mining | p. 281 |
| Using Random Walks for Mining Web Document Associations | p. 294 |
| A Concurrent Approach to the Key-Preserving Attribute-Oriented Induction Method | p. 306 |
| Scaling Up a Boosting-Based Learner via Adaptive Sampling | p. 317 |
| Adaptive Boosting for Spatial Functions with Unstable Driving Attributes | p. 329 |
| Robust Ensemble Learning for Data Mining | p. 341 |
| Interactive Visualization in Mining Large Decision Trees | p. 345 |
| VQTree: Vector Quantization for Decision Tree Induction | p. 349 |
| Making Knowledge Extraction and Reasoning Closer | p. 360 |
| Discovery of Relevant Weights by Minimizing Cross-Validation Error | p. 372 |
| Efficient and Comprehensible Local Regression | p. 376 |
| Information Granules for Spatial Reasoning | p. 380 |
| Uncovering the Hierarchical Structure of Text Archives by Using an Unsupervised Neural Network with Adaptive Architecture | p. 384 |
| Mining Access Patterns Efficiently from Web Logs | p. 396 |
| A Comparative Study of Classification Based Personal E-mail Filtering | p. 408 |
| Extension of Graph-Based Induction for General Graph Structured Data | p. 420 |
| Text-Source Discovery and GlOSS Update in a Dynamic Web | p. 432 |
| Extraction of Fuzzy Clusters from Weighted Graphs | p. 442 |
| Text Summarization by Sentence Segment Extraction Using Machine Learning Algorithms | p. 454 |
| Author Index | p. 459 |
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