Call Boomerang Books 1300 36 33 32

Modern machine learning techniques are proving to be extremely valuable for the analysis of data in computational biology problems. One branch of machine learning, kernel methods, lends itself particularly well to the difficult aspects of biological data, which include high dimensionality (as in microarray measurements), representation as discrete and structured data (as in DNA or amino acid sequences), and the need to combine heterogeneous sources of information. This book provides a detailed overview of current research in kernel methods and their applications to computational biology.Following three introductory chapters -- an introduction to molecular and computational biology, a short review of kernel methods that focuses on intuitive concepts rather than technical details, and a detailed survey of recent applications of kernel methods in computational biology -- the book is divided into three sections that reflect three general trends in current research. The first part presents different ideas for the design of kernel functions specifically adapted to various biological data; the second part covers different approaches to learning from heterogeneous data; and the third part offers examples of successful applications of support vector machine methods.

Buy Kernel Methods in Computational Biology book by Bernhard Scholkopf from Australia's Online Independent Bookstore, Boomerang Books.

Book Details

ISBN: 9780262195096
ISBN-10: 0262195097
Format: Hardback
(254mm x 203mm x 25mm)
Pages: 416
Imprint: MIT Press
Publisher: MIT Press Ltd
Publish Date: 13-Aug-2004
Country of Publication: United States

Reviews

» Have you read this book? We'd like to know what you think about it - write a review about Kernel Methods in Computational Biology book by Bernhard Scholkopf and you'll earn 50c in Boomerang Bucks loyalty dollars (you must be a Boomerang Books Account Holder - it's free to sign up and there are great benefits!)

Write Review


Author Biography - Bernhard Scholkopf

Jean-Philippe Vert is Researcher and Leader of the Bioinformatics Group at Ecole des Mines de Paris.

Books By Author Bernhard Scholkopf

Semi-Supervised Learning by Bernhard Scholkopf

Semi-Supervised Learning

Paperback, February 2010
$74.70
Predicting Structured Data by Bernhard Scholkopf

Predicting Structured Data

Paperback, July 2007
$66.60
Learning with Kernels by Bernhard Scholkopf

Learning with Kernels

Hardback, January 2002
$153.90