Computational Intelligence and Pattern Analysis in Biology Informatics

Computational Intelligence and Pattern Analysis in Biology Informatics

Jason T. Wang , Ujjwal Maulik
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Jun 10, 2011 · 英語 · Kindle (372 頁數)
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書籍詳情

格式 Kindle
頁數 372
語言 英語
已出版 Jun 10, 2011
出版商 Wiley
ISBN-10 1118125738
ISBN-13 9781118125731

描述

An invaluable tool in Bioinformatics, this unique volume provides both theoretical and experimental results, and describes basic principles of computational intelligence and pattern analysis while deepening the reader's understanding of the ways in which these principles can be used for analyzing biological data in an efficient manner. This book synthesizes current research in the integration of computational intelligence and pattern analysis techniques, either individually or in a hybridized manner. The purpose is to analyze biological data and enable extraction of more meaningful information and insight from it. Biological data for analysis include sequence data, secondary and tertiary structure data, and microarray data. These data types are complex and advanced methods are required, including the use of domain-specific knowledge for reducing search space, dealing with uncertainty, partial truth and imprecision, efficient linear and/or sub-linear scalability, incremental approaches to knowledge discovery, and increased level and intelligence of interactivity with human experts and decision makers

Chapters authored by leading researchers in CI in biology informatics. Covers highly relevant rational drug design; analysis of microRNAs and their involvement in human diseases. Supplementary material program code and relevant data sets correspond to chapters.

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科學與技術
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