Principles of Data Mining and Knowledge Discovery: 4th European Conference, PKDD 2000 Lyon, France, September 13–16, 2000 Proceedings

Multi-relational Data Mining, Using UML for ILP....Pages 1-12
An Apriori-Based Algorithm for Mining Frequent Substructures from Graph Data....Pages 13-23
Basis of a Fuzzy Knowledge Discovery System....Pages 24-33
Confirmation Rule Sets....Pages 34-43
Contribution of Dataset Reduction Techniques to Tree-Simplification and Knowledge Discovery....Pages 44-53
Combining Multiple Models with Meta Decision Trees....Pages 54-64
Materialized Data Mining Views....Pages 65-74
Approximation of Frequency Queries by Means of Free-Sets....Pages 75-85
Application of Reinforcement Learning to Electrical Power System Closed-Loop Emergency Control....Pages 86-95
Efficient Score-Based Learning of Equivalence Classes of Bayesian Networks....Pages 96-105
Quantifying the Resilience of Inductive Classification Algorithms....Pages 106-115
Bagging and Boosting with Dynamic Integration of Classifiers....Pages 116-125
Zoomed Ranking: Selection of Classification Algorithms Based on Relevant Performance Information....Pages 126-135
Some Enhancements of Decision Tree Bagging....Pages 136-147
Relative Unsupervised Discretization for Association Rule Mining....Pages 148-158
Mining Association Rules: Deriving a Superior Algorithm by Analyzing Today’s Approaches....Pages 159-168
Unified Algorithm for Undirected Discovery of Exception Rules....Pages 169-180
Sampling Strategies for Targeting Rare Groups from a Bank Customer Database....Pages 181-190
Instance-Based Classification by Emerging Patterns....Pages 191-200
Context-Based Similarity Measures for Categorical Databases....Pages 201-210
A Mixed Similarity Measure in Near-Linear Computational Complexity for Distance-Based Methods....Pages 211-220
Fast Feature Selection using Partial Correlation for Multi-valued Attributes....Pages 221-231
Fast Hierarchical Clustering Based on Compressed Data and OPTICS....Pages 232-242
Accurate Recasting of Parameter Estimation Algorithms Using Sufficient Statistics for Efficient Parallel Speed-Up....Pages 243-254
Predictive Performance of Weighted Relative Accuracy....Pages 255-264
Quality Scheme Assessment in the Clustering Process....Pages 265-276
Algorithm for Matching Sets of Time Series....Pages 277-288
MSTS: A System for Mining Sets of Time Series....Pages 289-298
Learning First Order Logic Time Series Classifiers: Rules and Boosting....Pages 299-308
Learning Right Sized Belief Networks by Means of a Hybrid Methodology....Pages 309-315
Algorithms for Mining Share Frequent Itemsets Containing Infrequent Subsets....Pages 316-324
Discovering Task Neighbourhoods through Landmark Learning Performances....Pages 325-330
Induction of Multivariate Decision Trees by Using Dipolar Criteria....Pages 331-336
Inductive Logic Programming in Clementine....Pages 337-344
A Genetic Algorithm-Based Solution for the Problem of Small Disjuncts....Pages 345-352
Clustering Large, Multi-level Data Sets: An Approach Based on Kohonen Self Organizing Maps....Pages 353-358
Trees and Induction Graphs for Multivariate Response....Pages 359-366
CEM - A Program for Visualization and Discovery in Email....Pages 367-374
Image Access and Data Mining: An Approach....Pages 375-380
Decision Tree Toolkit: A Component-Based Library of Decision Tree Algorithms....Pages 381-387
Determination of Screening Descriptors for Chemical Reaction Databases....Pages 388-394
Prior Knowledge in Economic Applications of Data Mining....Pages 395-400
Temporal Machine Learning for Switching Control....Pages 401-408
Improving Dissimilarity Functions with Domain Knowledge, applications with IKBS system....Pages 409-415
Mining Weighted Association Rules for Fuzzy Quantitative Items....Pages 416-423
Centroid-Based Document Classification: Analysis and Experimental Results....Pages 424-431
Applying Objective Interestingness Measures in Data Mining Systems....Pages 432-439
Observational Logic Integrates Data Mining Based on Statistics and Neural Networks....Pages 440-445
Supporting Discovery in Medicine by Association Rule Mining of Bibliographic Databases....Pages 446-451
Collective Principal Component Analysis from Distributed, Heterogeneous Data....Pages 452-457
Hierarchical Document Clustering Based on Tolerance Rough Set Model....Pages 458-463
Application of Data-Mining and Knowledge Discovery in Automotive Data Engineering....Pages 464-469
Towards Knowledge Discovery from cDNA Microarray Gene Expression Data....Pages 470-475
Mining with Cover and Extension Operators....Pages 476-482
A User-Driven Process for Mining Association Rules....Pages 483-489
Learning from Labeled and Unlabeled Documents: A Comparative Study on Semi-Supervised Text Classification....Pages 490-497
Schema Mining: Finding Structural Regularity among Semistructured Data....Pages 498-503
Improving an Association Rule Based Classifier....Pages 504-509
Discovery of Generalized Association Rules with Multiple Minimum Supports....Pages 510-515
Learning Dynamic Bayesian Belief Networks Using Conditional Phase-Type Distributions....Pages 516-523
Discovering Differences in Patients with Uveitis through Typical Testors by Class....Pages 524-529
Web Usage Mining: How to Efficiently Manage New Transactions and New Clients....Pages 530-535
Mining Relational Databases....Pages 536-541
Interestingness in Attribute-Oriented Induction (AOI): Multiple-Level Rule Generation....Pages 542-549
Discovery of Characteristic Subgraph Patterns Using Relative Indexing and the Cascade Model....Pages 550-557
Transparency and Predictive Power....Pages 558-565
Clustering Distributed Homogeneous Datasets....Pages 566-574
Empirical Evaluation of Feature Subset Selection Based on a Real-World Data Set....Pages 575-580
Discovery of Ambiguous Patterns in Sequences Application to Bioinformatics....Pages 581-586
Action-Rules: How to Increase Profit of a Company....Pages 587-592
Aggregation and Association in Cross Tables....Pages 593-598
An Experimental Study of Partition Quality Indices in Clustering....Pages 599-604
Expert Constrained Clustering: A Symbolic Approach....Pages 605-612
An Application of Association Rules Discovery to Geographic Information Systems....Pages 613-618
Generalized Entropy and Projection Clustering of Categorical Data....Pages 619-625
Supporting Case Acquisition and Labelling in the Context of Web Mining....Pages 626-631
Indirect Association: Mining Higher Order Dependencies in Data....Pages 632-637
Discovering Association Rules in Large, Dense Databases....Pages 638-645
Providing Advice to Website Designers Towards Effective Websites Re-organization....Pages 646-651
Clinical Knowledge Discovery in Hospital Information Systems: Two Case Studies....Pages 652-656
Knowledge Discovery Using Least Squares Support Vector Machine Classifiers: A Direct Marketing Case....Pages 657-664
Lightweight Document Clustering....Pages 665-672
Automatic Category Structure Generation and Categorization of Chinese Text Documents....Pages 673-678
Mining Generalized Multiple-level Association Rules....Pages 679-684
An Efficient Approach to Discovering Sequential Patterns in Large Databases....Pages 685-690
Using Background Knowledge as a Bias to Control the Rule Discovery Process....Pages 691-698