Feature Selection and Ensemble Methods for Bioinformatics

Algorithmic Classification and Implementations

Nonfiction, Computers, General Computing, Programming
Cover of the book Feature Selection and Ensemble Methods for Bioinformatics by Oleg Okun, IGI Global
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Author: Oleg Okun ISBN: 9781466606609
Publisher: IGI Global Publication: May 31, 2011
Imprint: Medical Information Science Reference Language: English
Author: Oleg Okun
ISBN: 9781466606609
Publisher: IGI Global
Publication: May 31, 2011
Imprint: Medical Information Science Reference
Language: English
Machine learning is the branch of artificial intelligence whose goal is to develop algorithms that add learning capabilities to computers. Ensembles are an integral part of machine learning. A typical ensemble includes several algorithms performing the task of prediction of the class label or the degree of class membership for a given input presented as a set of measurable characteristics, often called features. Feature Selection and Ensemble Methods for Bioinformatics: Algorithmic Classification and Implementations offers a unique perspective on machine learning aspects of microarray gene expression based cancer classification. This multidisciplinary text is at the intersection of computer science and biology and, as a result, can be used as a reference book by researchers and students from both fields. Each chapter describes the process of algorithm design from beginning to end and aims to inform readers of best practices for use in their own research.
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Machine learning is the branch of artificial intelligence whose goal is to develop algorithms that add learning capabilities to computers. Ensembles are an integral part of machine learning. A typical ensemble includes several algorithms performing the task of prediction of the class label or the degree of class membership for a given input presented as a set of measurable characteristics, often called features. Feature Selection and Ensemble Methods for Bioinformatics: Algorithmic Classification and Implementations offers a unique perspective on machine learning aspects of microarray gene expression based cancer classification. This multidisciplinary text is at the intersection of computer science and biology and, as a result, can be used as a reference book by researchers and students from both fields. Each chapter describes the process of algorithm design from beginning to end and aims to inform readers of best practices for use in their own research.

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