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Statistical Methods in Bioinformatics W. J. Ewens

Statistical Methods in Bioinformatics By W. J. Ewens

Statistical Methods in Bioinformatics by W. J. Ewens


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Summary

Bioinformatics concerns the application of information technology to the study and analysis of biological, and in particular genetic, data. This book provides an introductory account of probability theory, statistics and stochastic process theory.

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Statistical Methods in Bioinformatics Summary

Statistical Methods in Bioinformatics: An Introduction by W. J. Ewens

Bioinformatics concerns the application of information technology to the study and analysis of biological and in particular genetic, data. The field has been further developed by the increase in DNA data generation. This has led to the generation of massive data sets. However, students of bioinformatics should not simply restrict their interests to computer science theory. Substantial training in various areas of biology, such as molecular genetics, is essential for a deeper understanding of the subject. This book provides an introductory account of probability theory, statistics and stochastic process theory.

Table of Contents

Probability Theory (i): One Random Variable.- Probability Theory (ii): Many Random Variables.- Statistics (i): An Introduction to Statistical Inference.- Stochastic Processes (i): Poisson Processes and Markov Chains.- The Analysis of One DNA Sequence.- The Analysis of Multiple DNA or Protein Sequences.- Stochastic Processes (ii): Random Walks.- Statistics (ii): Classical Estimation and Hypothesis Testing.- BLAST.- Stochastic Processes (iii): Markov Chains.- Hidden Markov Models.- Computationally Intensive Methods.- Evolutionary Models.- Phylogenetic Tree Estimation.- Appendix A: Basic Notions in Biology.- Appendix B: Mathematical Formulae and Results.- Appendix C: Computational Aspects of the Binomial and Generalized Geometric Distribution Functions.- Appendix D: BLAST: Sums of Normalized Scores.- References.- Author Index.- Index.

Additional information

CIN0387952292G
9780387952291
0387952292
Statistical Methods in Bioinformatics: An Introduction by W. J. Ewens
Used - Good
Hardback
Springer-Verlag New York Inc.
20010500
495
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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