Mathematics Computational Methods of Feature Selection (1584888784)

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More Huan Liu, Hiroshi Motoda¡°Computational Methods of Feature Selection "

Due to increasing demands for dimensionality reduction, research on feature selection has deeply and widely expanded into many fields, including computational statistics, pattern recognition, machine learning, data mining, and knowledge discovery. Highlighting current research issues, Computational Methods of Feature Selection introduces the basic concepts and principles, state-of-the-art algorithms, and novel applications of this tool.

The book begins by exploring unsupervised, randomized, and causal feature selection. It then reports on some recent results of empowering feature selection, including active feature selection, decision-border estimate, the use of ensembles with independent probes, and incremental feature selection. This is followed by discussions of weighting and local methods, such as the ReliefF family, k-means clustering, local feature relevance, and a new interpretation of Relief. The book subsequently covers text classification, a new feature selection score, and both constraint-guided and aggressive feature selection. The final section examines applications of feature selection in bioinformatics, including feature construction as well as redundancy-, ensemble-, and penalty-based feature selection.

Through a clear, concise, and coherent presentation of topics, this volume systematically covers the key concepts, underlying principles, and inventive applications of feature selection, illustrating how this powerful tool can efficiently harness massive, high-dimensional data and turn it into valuable, reliable information.

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	Computational Intelligence and Feature Selection: Rough and Fuzzy Approaches (IEEE Press Series on Computational Intelligence) Computational Intelligence and Feature Selection: Rough and Fuzzy Approaches (IEEE Press Series on Computational Intelligence)Wiley-IEEE Press \| ISBN: 0470229756 \| 2008-09-29 \| PDF \| 340 pages \| 4 Mb Computational Intelligence and Feat ...
	Science/Engineering Computational Methods for Sensor Material Selection Computational Methods for Sensor Material SelectionPublisher: Springer \| Pages: 319 \| 2009-10-14 \| ISBN 0387737146 \| PDF \| 10 MBChemical vapor sensing arrays have grown in popularity over the past two decades, finding applications ...
	Science/Engineering Multibody Dynamics: Computational Methods and Applications (Computational Methods in Applied Sciences) Carlo L. Bottasso "Multibody Dynamics: Computational Methods and Applications"Springer \| 2008-11-21 \| ISBN : 1402088280 \| Pages: 252 \| PDF \| 6.94 MBThe purpose of this collection is to provide the international multibody dynamics community ...
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	Mathematics Computational Methods of Feature Selection (Chapman Author: Publisher: Chapman & Hall/CRC (2007)Binding: Hardcover, 440 pagespricer: $89.95ISBN-10: 1584888784editorialreviewsDue to increasing demands for dimensionality reduction, research on feature selection has deeply and widely expand ...
	Tutorial Computational Methods in Engineering&Science: Proceedings of Enhancement and Promotion of Computational Methods Zhenhan Yao, “Computational Methods in Engineering&Science: Proceedings of Enhancement and Promotion of Computational Methods in Engineering and Science” Springer \| 2007-05-18 \| ISBN: 3540482598 \| 340 pages \| PDF \| 23 MB The printed ...

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