Scalable Pattern Recognition Algorithms
Produktnummer:
181af229e759be4ef7a1adc92dbad7b039
| Autor: | Maji, Pradipta Paul, Sushmita |
|---|---|
| Themengebiete: | Artificial Intelligence Bioinformatics Computational Biology Computational Intelligence Data Mining Machine Learning Medical Imaging Pattern Recognition Soft Computing |
| Veröffentlichungsdatum: | 23.08.2016 |
| EAN: | 9783319379654 |
| Sprache: | Englisch |
| Seitenzahl: | 304 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Springer International Publishing |
| Untertitel: | Applications in Computational Biology and Bioinformatics |
Produktinformationen "Scalable Pattern Recognition Algorithms"
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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