Knowledge Discovery and Data Mining. Current Issues and New Applications: 4th Pacific-Asia Conference, PAKDD 2000 Kyoto, Japan, April 18–20, 2000 Proceedings

Perspective on Data Mining from Statistical Viewpoints....Pages 1-1
Inductive Databases and Knowledge Scouts....Pages 2-3
Hyperlink-Aware Mining and Analysis of the Web....Pages 4-4
Polynomial Time Matching Algorithms for Tree-Like Structured Patterns in Knowledge Discovery....Pages 5-16
Fast Discovery of Interesting Rules....Pages 17-28
Performance Controlled Data Reduction for Knowledge Discovery in Distributed Databases....Pages 29-39
Minimum Message Length Criterion for Second-Order Polynomial Model Discovery....Pages 40-48
Frequent Itemset Counting Across Multiple Tables....Pages 49-61
Frequent Closures as a Concise Representation for Binary Data Mining....Pages 62-73
An Optimization Problem in Data Cube System Design....Pages 74-85
Exception Rule Mining with a Relative Interestingness Measure....Pages 86-97
Consistency Based Feature Selection....Pages 98-109
Feature Selection for Clustering....Pages 110-121
A Simple Dimensionality Reduction Technique for Fast Similarity Search in Large Time Series Databases....Pages 122-133
Missing Value Estimation Based on Dynamic Attribute Selection....Pages 134-137
On Association, Similarity and Dependency of Attributes....Pages 138-141
Prototype Generation Based on Instance Filtering and Averaging....Pages 142-152
A Visual Method of Cluster Validation with Fastmap....Pages 153-164
COE: Clustering with Obstacles Entities A Preliminary Study....Pages 165-168
Combining Sampling Technique with DBSCAN Algorithm for Clustering Large Spatial Databases....Pages 169-172
Predictive Adaptive Resonance Theory and Knowledge Discovery in Databases....Pages 173-176
Improving Generalization Ability of Self-Generating Neural Networks Through Ensemble Averaging....Pages 177-180
Attribute Transformations on Numerical Databases....Pages 181-192
Efficient Detection of Local Interactions in the Cascade Model....Pages 193-203
Extracting Predictors of Corporate Bankruptcy: Empirical Study on Data Mining Methods....Pages 204-207
Evaluating Hypothesis-Driven Exception-Rule Discovery with Medical Data Sets....Pages 208-211
Discovering Protein Functional Models Using Inductive Logic Programming....Pages 212-215
Mining Web Transaction Patterns in an Electronic Commerce Environment....Pages 216-219
Making Use of the Most Expressive Jumping Emerging Patterns for Classification....Pages 220-232
Mining Structured Association Patterns from Databases....Pages 233-244
Association Rules....Pages 245-256
Density-Based Mining of Quantitative Association Rules....Pages 257-268
AViz: A Visualization System for Discovering Numeric Association Rules....Pages 269-280
Discovering Unordered and Ordered Phrase Association Patterns for Text Mining....Pages 281-293
Using Random Walks for Mining Web Document Associations....Pages 294-305
A Concurrent Approach to the Key-Preserving Attribute-Oriented Induction Method....Pages 306-316
Scaling Up a Boosting-Based Learner via Adaptive Sampling....Pages 317-328
Adaptive Boosting for Spatial Functions with Unstable Driving Attributes....Pages 329-340
Robust Ensemble Learning for Data Mining....Pages 341-344
Interactive Visualization in Mining Large Decision Trees....Pages 345-348
VQTree: Vector Quantization for Decision Tree Induction....Pages 349-359
Making Knowledge Extraction and Reasoning Closer....Pages 360-371
Discovery of Relevant Weights by Minimizing Cross-Validation Error....Pages 372-375
Efficient and Comprehensible Local Regression....Pages 376-379
Information Granules for Spatial Reasoning....Pages 380-383
Uncovering the Hierarchical Structure of Text Archives by Using an Unsupervised Neural Network with Adaptive Architecture....Pages 384-395
Mining Access Patterns Efficiently from Web Logs....Pages 396-407
A Comparative Study of Classification Based Personal E-mail Filtering....Pages 408-419
Extension of Graph-Based Induction for General Graph Structured Data....Pages 420-431
Text-Source Discovery and GlOSS Update in a Dynamic Web....Pages 432-441
Extraction of Fuzzy Clusters from Weighted Graphs....Pages 442-453
Text Summarization by Sentence Segment Extraction Using Machine Learning Algorithms....Pages 454-457