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Scalable Pattern Recognition Algorithms: Applications in Computational Biology and Bioinformatics.
・ISBN 978-3-319-05629-6 hard EUR 99.99
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| 著者・編者 | Maji, Pradipta / Paul, Sushmita, |
|---|---|
| 出版社 | (Springer International Publishing AG, SZ) |
| 出版年月 | 2014 |
| ページ数 | 304 pp. |
| 言語 | ENG |
| ニュース番号 | <A05-9683> |
解説
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.