Statistical Bioinformatics with R

Statistical Bioinformatics with R

1st Edition - December 21, 2009

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  • Author: Sunil Mathur
  • eBook ISBN: 9780123751058
  • Hardcover ISBN: 9780123751041

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Description

Statistical Bioinformatics provides a balanced treatment of statistical theory in the context of bioinformatics applications. Designed for a one or two semester senior undergraduate or graduate bioinformatics course, the text takes a broad view of the subject – not just gene expression and sequence analysis, but a careful balance of statistical theory in the context of bioinformatics applications. The inclusion of R & SAS code as well as the development of advanced methodology such as Bayesian and Markov models provides students with the important foundation needed to conduct bioinformatics.

Key Features

  • Integrates biological, statistical and computational concepts
  • Inclusion of R & SAS code
  • Provides coverage of complex statistical methods in context with applications in bioinformatics
  • Exercises and examples aid teaching and learning presented at the right level
  • Bayesian methods and the modern multiple testing principles in one convenient book

Readership

Senior undergraduate and graduate level students taking a one or two semester course in bioinformatics

Table of Contents

  • 1. Introduction
    2. Genomics
    3. Probability and Statistical Theory
    4. Special Distributions, Properties and Applications
    5. Statistical Inference and Applications
    6. Nonparametric Statistics
    7. Bayesian Statistics
    8. Markov Chain, Monte Carlo
    9. Analysis of Variance
    10. Design of Experiments
    11. Multiple Testing of Hypotheses

Product details

  • No. of pages: 336
  • Language: English
  • Copyright: © Academic Press 2010
  • Published: December 21, 2009
  • Imprint: Academic Press
  • eBook ISBN: 9780123751058
  • Hardcover ISBN: 9780123751041

About the Author

Sunil Mathur

Affiliations and Expertise

Director, Statistical Computing and Consulting Center University of Mississippi, Oxford, USA

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