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Item Details
Title:
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SCALABLE PATTERN RECOGNITION ALGORITHMS
APPLICATIONS IN COMPUTATIONAL BIOLOGY AND BIOINFORMATICS |
By: |
Pradipta Maji, Sushmita Paul |
Format: |
Paperback |
List price:
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£96.50 |
We currently do not stock this item, please contact the publisher directly for
further information.
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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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