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Bayesian Analysis of Gene Expression Data by Bani K. Mallick, David Gold, Veera Baladandayuthapani
  

Synopsis

Bayesian Analysis of Gene Expression Data by Bani K. Mallick, David Gold, Veera Baladandayuthapani

The field of high-throughput genetic experimentation is evolving rapidly, with the advent of new technologies and new venues for data mining. Bayesian methods play a role central to the future of data and knowledge integration in the field of Bioinformatics. This book is devoted exclusively to Bayesian methods of analysis for applications to high-throughput gene expression data, exploring the relevant methods that are changing Bioinformatics. Case studies, illustrating Bayesian analyses of public gene expression data, provide the backdrop for students to develop analytical skills, while the more experienced readers will find the review of advanced methods challenging and attainable. This book: * Introduces the fundamentals in Bayesian methods of analysis for applications to high-throughput gene expression data.* Provides an extensive review of Bayesian analysis and advanced topics for Bioinformatics, including examples that extensively detail the necessary applications.* Accompanied by website featuring datasets, exercises and solutions. Bayesian Analysis of Gene Expression Data offers a unique introduction to both Bayesian analysis and gene expression, aimed at graduate students in Statistics, Biomedical Engineers, Computer Scientists, Biostatisticians, Statistical Geneticists, Computational Biologists, applied Mathematicians and Medical consultants working in genomics. Bioinformatics researchers from many fields will find much value in this book.

Reviews

The target audience for this book is clearly statisticians rather than biologists ... It does provide a very useful overview of statistical genomics for anyone working in the field. ( The Quarterly Review of Biology , 1 March 2012) Bioinformatics researchers from many fields will find much value in this book. (Mathematical Reviews, 2011) Experienced readers will find the review of advanced methods for bioinformatics challenging and attainable. This book will interest graduate students in statistics and bioinformatics researchers from many fields. ( Book News , December 2009)


About the Author

Bani Mallick, Department of Statistics, Texas A&M University, USA. Veera Balandandayuthapani, Department of Biostatistics, Anderson Cancer Center, Texas, USA. David L. Gold, Department of Biostatistics, School of Public Health and Health Professions, University at Buffalo, The State University of New York, USA.

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Book Info

Publication date

24th July 2009

Author

Bani K. Mallick, David Gold, Veera Baladandayuthapani

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Publisher

Wiley-Blackwell an imprint of John Wiley and Sons Ltd

Format

Hardback
252 pages

Categories


Probability & statistics

ISBN

9780470517666

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