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Cluster and Classification Techniques for the Biosciences.

Cluster and Classification Techniques for the Biosciences.

・ISBN 978-0-521-61800-7 paper GB£ 40.00

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お気に入り
電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 9780511607493
著者・編者Fielding, Alan H.,
出版社 (Cambridge University Press, UK)
出版年月2006
ページ数260 pp.
言語ENG
ニュース番号<A00-12289>

解説

Advances in experimental methods have resulted in the generation of enormous volumes of data across the life sciences. Hence clustering and classification techniques that were once predominantly the domain of ecologists are now being used more widely. This 2006 book provides an overview of these important data analysis methods, from long-established statistical methods to more recent machine learning techniques. It aims to provide a framework that will enable the reader to recognise the assumptions and constraints that are implicit in all such techniques. Important generic issues are discussed first and then the major families of algorithms are described. Throughout the focus is on explanation and understanding and readers are directed to other resources that provide additional mathematical rigour when it is required. Examples taken from across the whole of biology, including bioinformatics, are provided throughout the book to illustrate the key concepts and each technique's potential.