Cluster and Classification Techniques for the Biosciences
基本信息·出版社：Cambridge University Press ·页码：258 页 ·出版日期：2007年01月 ·ISBN：0521618002 ·条形码：9780521618007 ·装帧：平装 ·外 ...
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Cluster and Classification Techniques for the Biosciences |
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基本信息·出版社：Cambridge University Press
·页码：258 页
·出版日期：2007年01月
·ISBN：0521618002
·条形码：9780521618007
·装帧：平装
·外文书名：生命科学中的群集技术与分类技术
内容简介 在线阅读本书
Recent 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 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.
作者简介 Alan H. Fielding is Senior Lecturer in the Division of Biology at Manchester Metropolitan University.
编辑推荐 "...the book contains quite a lot of useful material for those embarking in this area...." - Morven Leese, Biometrics
