Scalable Pattern Recognition Algorithms
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Scalable Pattern Recognition Algorithms
Author | : Pradipta Maji |
Publisher | : Springer Science & Business Media |
Total Pages | : 316 |
Release | : 2014-03-19 |
Genre | : Computers |
ISBN | : 3319056301 |
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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.
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