Bayesian Modeling in Bioinformatics PDF
By:Dipak K. Dey,Samiran Ghosh,Bani K. Mallick
Published on 2010-09-03 by CRC Press
Bayesian Modeling in Bioinformatics discusses the development and application of Bayesian statistical methods for the analysis of high-throughput bioinformatics data arising from problems in molecular and structural biology and disease-related medical research, such as cancer. It presents a broad overview of statistical inference, clustering, and classification problems in two main high-throughput platforms: microarray gene expression and phylogenic analysis. The book explores Bayesian techniques and models for detecting differentially expressed genes, classifying differential gene expression, and identifying biomarkers. It develops novel Bayesian nonparametric approaches for bioinformatics problems, measurement error and survival models for cDNA microarrays, a Bayesian hidden Markov modeling approach for CGH array data, Bayesian approaches for phylogenic analysis, sparsity priors for protein-protein interaction predictions, and Bayesian networks for gene expression data. The text also describes applications of mode-oriented stochastic search algorithms, in vitro to in vivo factor profiling, proportional hazards regression using Bayesian kernel machines, and QTL mapping. Focusing on design, statistical inference, and data analysis from a Bayesian perspective, this volume explores statistical challenges in bioinformatics data analysis and modeling and offers solutions to these problems. It encourages readers to draw on the evolving technologies and promote statistical development in this area of bioinformatics.
This Book was ranked at 40 by Google Books for keyword Science Math Biological Sciences novel.
Book ID of Bayesian Modeling in Bioinformatics's Books is AOOvLpr6mn4C, Book which was written byDipak K. Dey,Samiran Ghosh,Bani K. Mallickhave ETAG "hmti5GcH74c"
Book which was published by CRC Press since 2010-09-03 have ISBNs, ISBN 13 Code is 9781420070187 and ISBN 10 Code is 1420070185
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Book which have "466 Pages" is Printed at BOOK under CategoryMathematics
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