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Item Details
Title: SCALABLE PATTERN RECOGNITION ALGORITHMS
APPLICATIONS IN COMPUTATIONAL BIOLOGY AND BIOINFORMATICS
By: Pradipta Maji, Sushmita Paul
Format: Paperback

List price: £96.50


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ISBN 10: 3319379658
ISBN 13: 9783319379654
Publisher: SPRINGER INTERNATIONAL PUBLISHING AG
Pub. date: 23 August, 2016
Edition: Softcover reprint of the original 1st ed. 2014
Pages: 304
Synopsis: This book addresses the need for a unified framework describing how soft computing and machine learning techniques can be judiciously formulated and used in building efficient pattern recognition models. The text reviews both established and cutting-edge research, providing a careful balance of theory, algorithms, and applications, with a particular emphasis given to applications in computational biology and bioinformatics. Features: integrates different soft computing and machine learning methodologies with pattern recognition tasks; discusses in detail the integration of different techniques for handling uncertainties in decision-making and efficiently mining large biological datasets; presents a particular emphasis on real-life applications, such as microarray expression datasets and magnetic resonance images; includes numerous examples and experimental results to support the theoretical concepts described; concludes each chapter with directions for future research and a comprehensive bibliography.
Illustrations: 64 Tables, black and white; 10 Illustrations, color; 45 Illustrations,
Publication: Switzerland
Imprint: Springer International Publishing AG
Returns: Returnable
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