Advances in Data Mining. Theoretical Aspects and Applications: 7th Industrial Conference, ICDM 2007, Leipzig, Germany, July 14-18, 2007. Proceedings [1 ed.] 3540734341, 9783540734345
ICDM / MLDM Medaillie (limited edition) Meissner Porcellan, the “White Gold” of King August the Strongest of Saxonia ICD
234 67 64KB
English Pages 356 [361] Year 2007
Table of contents :
Front Matter....Pages -
Case Based Reasoning and the Search for Knowledge....Pages 1-14
Subsets More Representative Than Random Ones....Pages 15-20
Concepts for Novelty Detection and Handling Based on a Case-Based Reasoning Process Scheme....Pages 21-33
An Efficient Algorithm for Instance-Based Learning on Data Streams....Pages 34-48
Softening the Margin in Discrete SVM....Pages 49-62
Feature Selection Using Ant Colony Optimization (ACO): A New Method and Comparative Study in the Application of Face Recognition System....Pages 63-76
Outlier Detection with Streaming Dyadic Decomposition....Pages 77-91
VISRED –Numerical Data Mining with Linear and Nonlinear Techniques....Pages 92-106
Clustering by Random Projections....Pages 107-119
Lightweight Clustering Technique for Distributed Data Mining Applications....Pages 120-134
Predicting Page Occurrence in a Click-Stream Data: Statistical and Rule-Based Approach....Pages 135-147
Improved IR in Cohesion Model for Link Detection System....Pages 148-162
Improving a State-of-the-Art Named Entity Recognition System Using the World Wide Web....Pages 163-172
ISOR-2: A Case-Based Reasoning System to Explain Exceptional Dialysis Patients....Pages 173-183
The Role of Prototypical Cases in Biomedical Case-Based Reasoning....Pages 184-198
A Search Space Reduction Methodology for Large Databases: A Case Study....Pages 199-213
Combining Traditional and Neural-Based Techniques for Ink Feed Control in a Newspaper Printing Press....Pages 214-227
Active Learning Strategies: A Case Study for Detection of Emotions in Speech....Pages 228-241
Neural Business Control System....Pages 242-254
A Framework for Discovering and Analyzing Changing Customer Segments....Pages 255-268
Collaborative Filtering Using Electrical Resistance Network Models....Pages 269-282
Visual Query and Exploration System for Temporal Relational Database....Pages 283-295
Towards an Online Image-Based Tree Taxonomy....Pages 296-306
Distributed Generative Data Mining....Pages 307-317
Privacy-Preserving Discovery of Frequent Patterns in Time Series....Pages 318-328
Efficient Non Linear Time Series Prediction Using Non Linear Signal Analysis and Neural Networks in Chaotic Diode Resonator Circuits....Pages 329-338
Using Disjunctions in Association Mining....Pages 339-351
Back Matter....Pages -
Front Matter....Pages -
Case Based Reasoning and the Search for Knowledge....Pages 1-14
Subsets More Representative Than Random Ones....Pages 15-20
Concepts for Novelty Detection and Handling Based on a Case-Based Reasoning Process Scheme....Pages 21-33
An Efficient Algorithm for Instance-Based Learning on Data Streams....Pages 34-48
Softening the Margin in Discrete SVM....Pages 49-62
Feature Selection Using Ant Colony Optimization (ACO): A New Method and Comparative Study in the Application of Face Recognition System....Pages 63-76
Outlier Detection with Streaming Dyadic Decomposition....Pages 77-91
VISRED –Numerical Data Mining with Linear and Nonlinear Techniques....Pages 92-106
Clustering by Random Projections....Pages 107-119
Lightweight Clustering Technique for Distributed Data Mining Applications....Pages 120-134
Predicting Page Occurrence in a Click-Stream Data: Statistical and Rule-Based Approach....Pages 135-147
Improved IR in Cohesion Model for Link Detection System....Pages 148-162
Improving a State-of-the-Art Named Entity Recognition System Using the World Wide Web....Pages 163-172
ISOR-2: A Case-Based Reasoning System to Explain Exceptional Dialysis Patients....Pages 173-183
The Role of Prototypical Cases in Biomedical Case-Based Reasoning....Pages 184-198
A Search Space Reduction Methodology for Large Databases: A Case Study....Pages 199-213
Combining Traditional and Neural-Based Techniques for Ink Feed Control in a Newspaper Printing Press....Pages 214-227
Active Learning Strategies: A Case Study for Detection of Emotions in Speech....Pages 228-241
Neural Business Control System....Pages 242-254
A Framework for Discovering and Analyzing Changing Customer Segments....Pages 255-268
Collaborative Filtering Using Electrical Resistance Network Models....Pages 269-282
Visual Query and Exploration System for Temporal Relational Database....Pages 283-295
Towards an Online Image-Based Tree Taxonomy....Pages 296-306
Distributed Generative Data Mining....Pages 307-317
Privacy-Preserving Discovery of Frequent Patterns in Time Series....Pages 318-328
Efficient Non Linear Time Series Prediction Using Non Linear Signal Analysis and Neural Networks in Chaotic Diode Resonator Circuits....Pages 329-338
Using Disjunctions in Association Mining....Pages 339-351
Back Matter....Pages -
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