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

ISBN: 978-3-540-23108-0 (Print) 978-3-540-30116-5 (Online)

Table of contents (64 chapters)

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  1. Front Matter

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  2. Invited Papers

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      Pages 1-7

      Random Matrices in Data Analysis

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      Pages 8-8

      Data Privacy

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      Pages 9-16

      Breaking Through the Syntax Barrier: Searching with Entities and Relations

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      Pages 17-17

      Real-World Learning with Markov Logic Networks

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      Pages 18-26

      Strength in Diversity: The Advance of Data Analysis

  3. Contributed Papers

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      Pages 27-38

      Mining Positive and Negative Association Rules: An Approach for Confined Rules

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      Pages 39-51

      An Experiment on Knowledge Discovery in Chemical Databases

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      Pages 52-62

      Shape and Size Regularization in Expectation Maximization and Fuzzy Clustering

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      Pages 63-74

      Combining Multiple Clustering Systems

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      Pages 75-86

      Reducing Data Stream Sliding Windows by Cyclic Tree-Like Histograms

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      Pages 87-98

      A Framework for Data Mining Pattern Management

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      Pages 99-111

      Spatial Associative Classification at Different Levels of Granularity: A Probabilistic Approach

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      Pages 112-124

      AutoPart: Parameter-Free Graph Partitioning and Outlier Detection

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      Pages 125-136

      Properties and Benefits of Calibrated Classifiers

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      Pages 137-148

      A Tree-Based Approach to Clustering XML Documents by Structure

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      Pages 149-160

      Discovery of Regulatory Connections in Microarray Data

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      Pages 161-172

      Learning from Little: Comparison of Classifiers Given Little Training

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      Pages 173-184

      Geometric and Combinatorial Tiles in 0–1 Data

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      Pages 185-196

      Document Classification Through Interactive Supervision of Document and Term Labels

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      Book Chapter

      Pages 197-208

      Classifying Protein Fingerprints

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