Knowledge discovery in databases: PKDD 2004: 8th European Conference on Principles and Practice of Knowledge Discovery in Databases, Pisa, Italy, September 20-24, 2004: proceedings

Front Matter....Pages -
Random Matrices in Data Analysis....Pages 1-7
Data Privacy....Pages 8-8
Breaking Through the Syntax Barrier: Searching with Entities and Relations....Pages 9-16
Real-World Learning with Markov Logic Networks....Pages 17-17
Strength in Diversity: The Advance of Data Analysis....Pages 18-26
Mining Positive and Negative Association Rules: An Approach for Confined Rules....Pages 27-38
An Experiment on Knowledge Discovery in Chemical Databases....Pages 39-51
Shape and Size Regularization in Expectation Maximization and Fuzzy Clustering....Pages 52-62
Combining Multiple Clustering Systems....Pages 63-74
Reducing Data Stream Sliding Windows by Cyclic Tree-Like Histograms....Pages 75-86
A Framework for Data Mining Pattern Management....Pages 87-98
Spatial Associative Classification at Different Levels of Granularity: A Probabilistic Approach....Pages 99-111
AutoPart: Parameter-Free Graph Partitioning and Outlier Detection....Pages 112-124
Properties and Benefits of Calibrated Classifiers....Pages 125-136
A Tree-Based Approach to Clustering XML Documents by Structure....Pages 137-148
Discovery of Regulatory Connections in Microarray Data....Pages 149-160
Learning from Little: Comparison of Classifiers Given Little Training....Pages 161-172
Geometric and Combinatorial Tiles in 0–1 Data....Pages 173-184
Document Classification Through Interactive Supervision of Document and Term Labels....Pages 185-196
Classifying Protein Fingerprints....Pages 197-208
Finding Interesting Pass Patterns from Soccer Game Records....Pages 209-218
Discovering Unexpected Information for Technology Watch....Pages 219-230
Scalable Density-Based Distributed Clustering....Pages 231-244
Summarization of Dynamic Content in Web Collections....Pages 245-254
Mining Thick Skylines over Large Databases....Pages 255-266
Ensemble Feature Ranking....Pages 267-278
Privately Computing a Distributed k -nn Classifier....Pages 279-290
Incremental Nonlinear PCA for Classification....Pages 291-300
A Spectroscopy of Texts for Effective Clustering....Pages 301-312
Constraint-Based Mining of Episode Rules and Optimal Window Sizes....Pages 313-324
Analysing Customer Churn in Insurance Data – A Case Study....Pages 325-336
Nomograms for Visualization of Naive Bayesian Classifier....Pages 337-348
Using a Hash-Based Method for Apriori-Based Graph Mining....Pages 349-361
Evaluation of Rule Interestingness Measures with a Clinical Dataset on Hepatitis....Pages 362-373
Classification in Geographical Information Systems....Pages 374-385
Digging into Acceptor Splice Site Prediction: An Iterative Feature Selection Approach....Pages 386-397
Itemset Classified Clustering....Pages 398-409
Combining Winnow and Orthogonal Sparse Bigrams for Incremental Spam Filtering....Pages 410-421
Asynchronous and Anticipatory Filter-Stream Based Parallel Algorithm for Frequent Itemset Mining....Pages 422-433
A Quantification of Cluster Novelty with an Application to Martian Topography....Pages 434-445
Density-Based Spatial Clustering in the Presence of Obstacles and Facilitators....Pages 446-458
Text Mining for Finding Functional Community of Related Genes Using TCM Knowledge....Pages 459-470
Dealing with Predictive-but-Unpredictable Attributes in Noisy Data Sources....Pages 471-483
A New Scheme on Privacy Preserving Association Rule Mining....Pages 484-495
A Unified and Flexible Framework for Comparing Simple and Complex Patterns....Pages 496-499
Constructing (Almost) Phylogenetic Trees from Developmental Sequences Data....Pages 500-502
Learning from Multi-source Data....Pages 503-505
The Anatomy of SnakeT: A Hierarchical Clustering Engine for Web-Page Snippets....Pages 506-508
COCOA: Compressed Continuity Analysis for Temporal Databases....Pages 509-511
Discovering Interpretable Muscle Activation Patterns with the Temporal Data Mining Method....Pages 512-514
A Tolerance Rough Set Approach to Clustering Web Search Results....Pages 515-517
Improving the Performance of the RISE Algorithm....Pages 518-520
Mining History of Changes to Web Access Patterns....Pages 521-523
Visual Mining of Spatial Time Series Data....Pages 524-527
Detecting Driving Awareness....Pages 528-530
An Effective Recommender System for Highly Dynamic and Large Web Sites....Pages 531-533
SemanticTalk: Software for Visualizing Brainstorming Sessions and Thematic Concept Trails on Document Collections....Pages 534-536
Orange: From Experimental Machine Learning to Interactive Data Mining....Pages 537-539
Terrorist Detection System....Pages 540-542
Experimenting SnakeT: A Hierarchical Clustering Engine for Web-Page Snippets....Pages 543-545
HIClass: Hyper-interactive Text Classification by Interactive Supervision of Document and Term Labels....Pages 546-548
 Balios – The Engine for Bayesian Logic Programs....Pages 549-551
SEWeP: A Web Mining System Supporting Semantic Personalization....Pages 552-554
SPIN! Data Mining System Based on Component Architecture....Pages 555-557
Back Matter....Pages -