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Advances in Feature Selection for Data and Pattern Recognition 2018
- Urszula Stanczyk, Beata Zielosko, Lakhmi C. Jain:
Advances in Feature Selection for Data and Pattern Recognition. Intelligent Systems Reference Library 138, Springer 2018, ISBN 978-3-319-67587-9 - Urszula Stanczyk, Beata Zielosko, Lakhmi C. Jain:
Advances in Feature Selection for Data and Pattern Recognition: An Introduction. 1-9
Nature and Representation of Data
- Jerzy W. Grzymala-Busse, Teresa Mroczek:
Attribute Selection Based on Reduction of Numerical Attributes During Discretization. 13-24 - Jerzy Blaszczynski, Jerzy Stefanowski:
Improving Bagging Ensembles for Class Imbalanced Data by Active Learning. 25-52 - João Roberto Bertini Junior, Maria do Carmo Nicoletti:
Attribute-Based Decision Graphs and Their Roles in Machine Learning Related Tasks. 53-71 - Beata Zielosko, Krzysztof Zabinski:
Optimization of Decision Rules Relative to Length Based on Modified Dynamic Programming Approach. 73-93
Ranking and Exploration of Features
- Wieslaw Paja, Krzysztof Pancerz, Piotr Grochowalski:
Generational Feature Elimination and Some Other Ranking Feature Selection Methods. 97-112 - Urszula Stanczyk:
Ranking-Based Rule Classifier Optimisation. 113-131 - Malgorzata Przybyla-Kasperek:
Attribute Selection in a Dispersed Decision-Making System. 133-162 - Agnieszka Nowak-Brzezinska:
Feature Selection Approach for Rule-Based Knowledge Bases. 163-182
Image, Shape, Motion, and Audio Detection and Recognition
- Annamária Szenkovits, Regina Meszlényi, Krisztián Búza, Noémi Gaskó, Rodica Ioana Lung, Mihai Suciu:
Feature Selection with a Genetic Algorithm for Classification of Brain Imaging Data. 185-202 - James Francis Peters, Sheela Ramanna:
Shape Descriptions and Classes of Shapes. A Proximal Physical Geometry Approach. 203-225 - Piotr Szczuko, Michal Lech, Andrzej Czyzewski:
Comparison of Classification Methods for EEG Signals of Real and Imaginary Motion. 227-239 - Ashmeet Singh, Sheela Ramanna:
Application of Tolerance Near Sets to Audio Signal Classification. 241-266
Decision Support Systems
- Katarzyna A. Tarnowska, Zbigniew W. Ras, Lynn Daniel, Doug Fowler:
Visual Analysis of Relevant Features in Customer Loyalty Improvement Recommendation. 269-293 - Jaroslaw Utracki, Mariusz Boryczka:
Evolutionary and Aggressive Sampling for Pattern Revelation and Precognition in Building Energy Managing System with Nature-Based Methods for Energy Optimization. 295-319
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