Knowledge Discovery in Databases: PKDD 2003: 7th European Conference on Principles and Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik, Croatia, September 22-26, 2003. Proceedings

Front Matter....Pages -
From Knowledge-Based to Skill-Based Systems: Sailing as a Machine Learning Challenge....Pages 1-8
Two-Eyed Algorithms and Problems....Pages 9-9
Next Generation Data Mining Tools: Power Laws and Self-similarity for Graphs, Streams and Traditional Data....Pages 10-15
Taking Causality Seriously: Propensity Score Methodology Applied to Estimate the Effects of Marketing Interventions....Pages 16-22
Efficient Statistical Pruning of Association Rules....Pages 23-34
Majority Classification by Means of Association Rules....Pages 35-46
Adaptive Constraint Pushing in Frequent Pattern Mining....Pages 47-58
ExAnte: Anticipated Data Reduction in Constrained Pattern Mining....Pages 59-70
Minimal k -Free Representations of Frequent Sets....Pages 71-82
Discovering Unbounded Episodes in Sequential Data....Pages 83-94
Mr-SBC: A Multi-relational Naïve Bayes Classifier....Pages 95-106
SMOTEBoost: Improving Prediction of the Minority Class in Boosting....Pages 107-119
Using Belief Networks and Fisher Kernels for Structured Document Classification....Pages 120-131
A Skeleton-Based Approach to Learning Bayesian Networks from Data....Pages 132-143
On Decision Boundaries of Naïve Bayes in Continuous Domains....Pages 144-155
Application of Inductive Logic Programming to Structure-Based Drug Design....Pages 156-167
Visualizing Class Probability Estimators....Pages 168-179
Automated Detection of Epidemics from the Usage Logs of a Physicians’ Reference Database....Pages 180-191
An Indiscernibility-Based Clustering Method with Iterative Refinement of Equivalence Relations....Pages 192-203
Preference Mining: A Novel Approach on Mining User Preferences for Personalized Applications....Pages 204-216
Explaining Text Clustering Results Using Semantic Structures....Pages 217-228
Analyzing Attribute Dependencies....Pages 229-240
Ranking Interesting Subspaces for Clustering High Dimensional Data....Pages 241-252
Efficiently Finding Arbitrarily Scaled Patterns in Massive Time Series Databases....Pages 253-265
Using Transduction and Multi-view Learning to Answer Emails....Pages 266-277
Exploring Fringe Settings of SVMs for Classification....Pages 278-290
Rule Discovery and Probabilistic Modeling for Onomastic Data....Pages 291-302
Constraint-Based Mining of Sequential Patterns over Datasets with Consecutive Repetitions....Pages 303-314
Symbolic Distance Measurements Based on Characteristic Subspaces....Pages 315-326
The Pattern Ordering Problem....Pages 327-338
Collaborative Filtering Using Restoration Operators....Pages 339-349
Efficient Frequent Query Discovery in Farmer ....Pages 350-362
Towards Behaviometric Security Systems: Learning to Identify a Typist....Pages 363-374
Efficient Density Clustering Method for Spatial Data....Pages 375-386
Statistical σ -Partition Clustering over Data Streams....Pages 387-398
Enriching Relational Learning with Fuzzy Predicates....Pages 399-410
Text Categorisation Using Document Profiling....Pages 411-422
A Simple Algorithm for Topic Identification in 0–1 Data....Pages 423-434
Bottom-Up Learning of Logic Programs for Information Extraction from Hypertext Documents....Pages 435-446
Predicting Outliers....Pages 447-458
Mining Rules of Multi-level Diagnostic Procedure from Databases....Pages 459-470
Learning Characteristic Rules Relying on Quantified Paths....Pages 471-482
Topic Learning from Few Examples....Pages 483-494
Arbogodaï, a New Approach for Decision Trees....Pages 495-506
Back Matter....Pages -