Computational Methods of Feature Selection (Chapman & Hall/CRC

Computational Methods of Feature Selection (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)
- Used Book in Good Condition
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.
Country USA
Brand Chapman and Hall/CRC
Manufacturer Chapman and Hall/CRC
Binding Hardcover
ItemPartNumber 91 black & white illustrations, 43 black
UnitCount 2
EANs 9781584888789
ReleaseDate 0000-00-00

Computational Methods of Feature Selection (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)

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Country	USA
Brand	Chapman and Hall/CRC
Manufacturer	Chapman and Hall/CRC
Binding	Hardcover
ItemPartNumber	91 black & white illustrations, 43 black
UnitCount	2
EANs	9781584888789
ReleaseDate	0000-00-00