Combining Pattern Classifiers: Methods and Algorithms

Name: Combining Pattern Classifiers: Methods and Algorithms
Brand: Wiley
SKU: 9781118315231
Price: 8337.0 INR
Availability: InStock

by Ludmila I. Kuncheva

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ISBN13: 9781118315231
Binding: Hardcover
Subject: N/A
Publisher: Wiley
Publisher Imprint: Wiley
Publication Date: September 9, 2014
Pages: 384
Original Price: USD 131.95
Language: English
Edition: Revised
Item Weight: 749 grams
BISAC Subject(s): Imaging Systems, Artificial Intelligence / Computer Vision & Pattern Recognition, and Data Science / Data Analytics

About The Book

A unified, coherent treatment of current classifier ensemble methods, from fundamentals of pattern recognition to ensemble feature selection, now in its second edition

The art and science of combining pattern classifiers has flourished into a prolific discipline since the first edition of Combining Pattern Classifiers was published in 2004. Dr. Kuncheva has plucked from the rich landscape of recent classifier ensemble literature the topics, methods, and algorithms that will guide the reader toward a deeper understanding of the fundamentals, design, and applications of classifier ensemble methods.

Thoroughly updated, with MATLAB® code and practice data sets throughout, Combining Pattern Classifiers includes:

*Coverage of Bayes decision theory and experimental comparison of classifiers *Essential ensemble methods such as Bagging, Random forest, AdaBoost, Random subspace, Rotation forest, Random oracle, and Error Correcting Output Code, among others *Chapters on classifier selection, diversity, and ensemble feature selection

With firm grounding in the fundamentals of pattern recognition, and featuring more than 140 illustrations, Combining Pattern Classifiers, Second Edition is a valuable reference for postgraduate students, researchers, and practitioners in computing and engineering.

About The Author

Ludmila Kuncheva is a Professor of Computer Science at Bangor University, United Kingdom. She has received two IEEE Best Paper awards. In 2012, Dr. Kuncheva was awarded a Fellowship to the International Association for Pattern Recognition (IAPR) for her contributions to multiple classifier systems.

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