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Feature Selection for Data and Pattern Recognition

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Cover of 'Feature Selection for Data and Pattern Recognition'

Table of Contents

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    Book Overview
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    Chapter 1 Feature Selection for Data and Pattern Recognition: An Introduction
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    Chapter 2 All Relevant Feature Selection Methods and Applications
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    Chapter 3 Feature Evaluation by Filter, Wrapper, and Embedded Approaches
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    Chapter 4 A Geometric Approach to Feature Ranking Based Upon Results of Effective Decision Boundary Feature Matrix
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    Chapter 5 Weighting of Features by Sequential Selection
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    Chapter 6 Dependency Analysis and Attribute Reduction in the Probabilistic Approach to Rough Sets
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    Chapter 7 Structure-Based Attribute Reduction: A Rough Set Approach
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    Chapter 8 A Comparison of Rule Induction Using Feature Selection and the LEM2 Algorithm
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    Chapter 9 Meta-actions as a Tool for Action Rules Evaluation
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    Chapter 10 Irrelevant Feature and Rule Removal for Structural Associative Classification Using Structure-Preserving Flat Representation
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    Chapter 11 Hubness-Aware Classification, Instance Selection and Feature Construction: Survey and Extensions to Time-Series
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    Chapter 12 Selection of Visual Descriptors for the Purpose of Multi-camera Object Re-identification
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    Chapter 13 Improving the Recognition Performance of Moment Features by Selection
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    Chapter 14 Signature Selection for Grouped Features with a Case Study on Exon Microarrays
Attention for Chapter 7: Structure-Based Attribute Reduction: A Rough Set Approach
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