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ORCIDFeature Selection for Data and Pattern Recognition 2015
- Urszula Stanczyk
, Lakhmi C. Jain:
Feature Selection for Data and Pattern Recognition. Studies in Computational Intelligence 584, Springer 2015, ISBN 978-3-662-45619-4 - Urszula Stanczyk, Lakhmi C. Jain:
Feature Selection for Data and Pattern Recognition: An Introduction. 1-7
Estimation of Feature Importance
- Witold R. Rudnicki, Mariusz Wrzesien, Wieslaw Paja:
All Relevant Feature Selection Methods and Applications. 11-28 - Urszula Stanczyk:
Feature Evaluation by Filter, Wrapper, and Embedded Approaches. 29-44 - Claudia Diamantini, Alberto Gemelli, Domenico Potena:
A Geometric Approach to Feature Ranking Based Upon Results of Effective Decision Boundary Feature Matrix. 45-69 - Urszula Stanczyk:
Weighting of Features by Sequential Selection. 71-90
Rough Set Approach to Attribute Reduction
- Wojciech Ziarko:
Dependency Analysis and Attribute Reduction in the Probabilistic Approach to Rough Sets. 93-111 - Yoshifumi Kusunoki, Masahiro Inuiguchi:
Structure-Based Attribute Reduction: A Rough Set Approach. 113-160
Rule Discovery and Evaluation
- Jerzy W. Grzymala-Busse:
A Comparison of Rule Induction Using Feature Selection and the LEM2 Algorithm. 163-176 - Hakim Touati, Zbigniew W. Ras, James Studnicki:
Meta-actions as a Tool for Action Rules Evaluation. 177-197 - Izwan Nizal Mohd Shaharanee, Fedja Hadzic:
Irrelevant Feature and Rule Removal for Structural Associative Classification Using Structure-Preserving Flat Representation. 199-228
Data- and Domain-Oriented Methodologies
- Nenad Tomasev, Krisztián Búza, Kristóf Marussy, Piroska B. Kis:
Hubness-Aware Classification, Instance Selection and Feature Construction: Survey and Extensions to Time-Series. 231-262 - Piotr Dalka, Damian Ellwart, Grzegorz Szwoch, Karol Lisowski, Piotr Szczuko, Andrzej Czyzewski:
Selection of Visual Descriptors for the Purpose of Multi-camera Object Re-identification. 263-303 - George A. Papakostas:
Improving the Recognition Performance of Moment Features by Selection. 305-327 - Sangkyun Lee:
Signature Selection for Grouped Features with a Case Study on Exon Microarrays. 329-349
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