We are open! For operations and delivery updates due to COVID-19. (click here)
0

Call Boomerang Books 1300 36 33 32

Description - Bayesian Modeling in Bioinformatics by Dipak K. Dey

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.

Buy Bayesian Modeling in Bioinformatics by Dipak K. Dey from Australia's Online Independent Bookstore, Boomerang Books.

Book Details

ISBN: 9780367383657
Format: Paperback / softback
(234mm x 156mm x mm)
Pages: 466
Imprint: CRC Press
Publisher: Taylor & Francis Ltd
Publish Date: 17-Oct-2019
Country of Publication: United Kingdom

Other Editions - Bayesian Modeling in Bioinformatics by Dipak K. Dey

Book Reviews - Bayesian Modeling in Bioinformatics by Dipak K. Dey

» Have you read this book? We'd like to know what you think about it - write a review about Bayesian Modeling in Bioinformatics book by Dipak K. Dey 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!)


A Preview for this title is currently not available.