Principles of Data Mining and Knowledge Discovery: 5th European Conference, PKDD 2001, Freiburg, Germany, September 3–5, 2001 Proceedings

Self-Similar Layered Hidden Markov Models....Pages 1-15
Automatic Text Summarization Using Unsupervised and Semi-supervised Learning....Pages 16-28
Detecting Temporal Change in Event Sequences: An Application to Demographic Data....Pages 29-41
Knowledge Discovery in Multi-label Phenotype Data....Pages 42-53
Computing Association Rules Using Partial Totals....Pages 54-66
Gaphyl: A Genetic Algorithms Approach to Cladistics....Pages 67-78
Parametric Approximation Algorithms for High-Dimensional Euclidean Similarity....Pages 79-90
Data Structures for Minimization of Total Within-Group Distance for Spatio-temporal Clustering....Pages 91-102
Non-crisp Clustering by Fast, Convergent, and Robust Algorithms....Pages 103-114
Pattern Extraction for Time Series Classification....Pages 115-127
Specifying Mining Algorithms with Iterative User-Defined Aggregates: A Case Study....Pages 128-139
Interesting Fuzzy Association Rules in Quantitative Databases....Pages 140-151
Interestingness Measures for Fuzzy Association Rules....Pages 152-164
A Data Set Oriented Approach for Clustering Algorithm Selection....Pages 165-179
Fusion of Meta-knowledge and Meta-data for Case-Based Model Selection....Pages 180-191
Discovery of Temporal Patterns....Pages 192-203
Temporal Rule Discovery for Time-Series Satellite Images and Integration with RDB....Pages 204-215
Using Grammatical Inference to Automate Information Extraction from the Web....Pages 216-227
Biological Sequence Data Mining....Pages 228-240
Implication-Based Fuzzy Association Rules....Pages 241-252
A General Measure of Rule Interestingness....Pages 253-265
Error Correcting Codes with Optimized Kullback-Leibler Distances for Text Categorization....Pages 266-276
Propositionalisation and Aggregates....Pages 277-288
Algorithms for the Construction of Concept Lattices and Their Diagram Graphs....Pages 289-300
Data Reduction Using Multiple Models Integration....Pages 301-313
Discovering Fuzzy Classification Rules with Genetic Programming and Co-evolution....Pages 314-325
Sentence Filtering for Information Extraction in Genomics, a Classification Problem....Pages 326-337
Text Categorization and Semantic Browsing with Self-Organizing Maps on Non-euclidean Spaces....Pages 338-349
A Study on the Hierarchical Data Clustering Algorithm Based on Gravity Theory....Pages 350-361
Internet Document Filtering Using Fourier Domain Scoring....Pages 362-373
Distinguishing Natural Language Processes on the Basis of fMRI-Measured Brain Activation....Pages 374-385
Automatic Construction and Refinement of a Class Hierarchy over Multi-valued Data....Pages 386-398
Comparison of Three Objective Functions for Conceptual Clustering....Pages 399-410
Identification of ECG Arrhythmias Using Phase Space Reconstruction....Pages 411-423
Finding Association Rules That Trade Support Optimally against Confidence....Pages 424-435
Bloomy Decision Tree for Multi-objective Classification....Pages 436-447
Discovery of Temporal Knowledge in Medical Time-Series Databases Using Moving Average, Multiscale Matching, and Rule Induction....Pages 448-459
Mining Positive and Negative Knowledge in Clinical Databases Based on Rough Set Model....Pages 460-471
The TwoKey Plot for Multiple Association Rules Control....Pages 472-483
Lightweight Collaborative Filtering Method for Binary-Encoded Data....Pages 484-491
Support Vectors for Reinforcement Learning....Pages 492-492
Combining Discrete Algorithmic and Probabilistic Approaches in Data Mining....Pages 493-493
Statistification or Mystification? The Need for Statistical Thought in Visual Data Mining....Pages 494-494
The Musical Expression Project: A Challenge for Machine Learning and Knowledge Discovery....Pages 495-506
Scalability, Search, and Sampling: From Smart Algorithms to Active Discovery....Pages 507-507