Advances in Knowledge Discovery and Management

ISBN: 978-3-642-00579-4 (Print) 978-3-642-00580-0 (Online)

Table of contents (18 chapters)

  1. Front Matter

    Pages -

  2. Supervised Learning and Information Retrieval

    1. Front Matter

      Pages 1-1

    2. No Access

      Chapter

      Pages 3-19

      Discrepancy Analysis of Complex Objects Using Dissimilarities

    3. No Access

      Chapter

      Pages 21-38

      A Bayes Evaluation Criterion for Decision Trees

    4. No Access

      Chapter

      Pages 39-55

      Classifying Very-High-Dimensional Data with Random Forests of Oblique Decision Trees

    5. No Access

      Chapter

      Pages 57-76

      Intensive Use of Correspondence Analysis for Large Scale Content-Based Image Retrieval

    6. No Access

      Chapter

      Pages 77-94

      Toward a Better Integration of Spatial Relations in Learning with Graphical Models

  3. Unsupervised Learning

    1. Front Matter

      Pages 95-95

    2. No Access

      Chapter

      Pages 97-112

      Multigranular Manipulations for OLAP Querying

    3. No Access

      Chapter

      Pages 113-131

      A New Approach for Unsupervised Classification in Image Segmentation

    4. No Access

      Chapter

      Pages 133-147

      Cluster-Dependent Feature Selection through a Weighted Learning Paradigm

    5. No Access

      Chapter

      Pages 149-166

      Two Variants of the OKM for Overlapping Clustering

    6. No Access

      Chapter

      Pages 167-178

      A Stable Decomposition Algorithm for Dynamic Social Network Analysis

  4. Security and Data Streaming

    1. Front Matter

      Pages 179-179

    2. No Access

      Chapter

      Pages 181-200

      An Hybrid Data Stream Summarizing Approach by Sampling and Clustering

    3. No Access

      Chapter

      Pages 201-216

      SPAMS: A Novel Incremental Approach for Sequential Pattern Mining in Data Streams

    4. No Access

      Chapter

      Pages 217-234

      Mining Common Outliers for Intrusion Detection

    5. No Access

      Chapter

      Pages 235-247

      Intrusion Detections in Collaborative Organizations by Preserving Privacy

  5. Ontologies and Semantic

    1. Front Matter

      Pages 249-249

    2. No Access

      Chapter

      Pages 251-269

      Alignment-Based Partitioning of Large-Scale Ontologies

    3. No Access

      Chapter

      Pages 271-286

      Learning Ontologies with Deep Class Hierarchies by Mining the Content of Relational Databases

    4. No Access

      Chapter

      Pages 287-306

      Semantic Analysis for the Geospatial Semantic Web

    5. No Access

      Chapter

      Pages 307-324

      Statistically Valid Links and Anti-links BetweenWords and Between Documents: Applying TourneBool Randomization Test to a Reuters Collection

  6. Back Matter

    Pages -