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Introduction to Computer-Intensive Methods of Data Analysis in Biology - Derek A. Roff

Introduction to Computer-Intensive Methods of Data Analysis in Biology

(Autor)

Buch | Hardcover
378 Seiten
2006
Cambridge University Press (Verlag)
978-0-521-84628-8 (ISBN)
CHF 226,95 inkl. MwSt
This 2006 graduate text introduces some of the most common computer-intensive methods, including Maximum Likelihood, Monte Carlo and Bayesian methods. Examples of their application using biological data are provided, along with a series of software instructions for the statistical software package S-PLUS and problems and solutions are included to aid understanding.
This 2006 guide to the contemporary toolbox of methods for data analysis will serve graduate students and researchers across the biological sciences. Modern computational tools, such as Maximum Likelihood, Monte Carlo and Bayesian methods, mean that data analysis no longer depends on elaborate assumptions designed to make analytical approaches tractable. These new 'computer-intensive' methods are currently not consistently available in statistical software packages and often require more detailed instructions. The purpose of this book therefore is to introduce some of the most common of these methods by providing a relatively simple description of the techniques. Examples of their application are provided throughout, using real data taken from a wide range of biological research. A series of software instructions for the statistical software package S-PLUS are provided along with problems and solutions for each chapter.

Derek A. Roff is a Professor in the Department of Biology at the University of California, Riverside.

1. An introduction to computer intensive methods; 2. Maximum likelihood; 3. The Jack-knife; 4. The Bootstrap; 5. Randomisation; 6. Regression methods; 7. Bayesian methods; References; Exercises; Appendix A: an overview of S-Plus methods used in this book; Appendix B: brief description of S-Plus subroutines used in this book; Appendix C: S-Plus codes cited in text.

Erscheint lt. Verlag 25.5.2006
Zusatzinfo 30 Tables, unspecified; 48 Line drawings, unspecified
Verlagsort Cambridge
Sprache englisch
Maße 170 x 249 mm
Gewicht 800 g
Themenwelt Naturwissenschaften Biologie Ökologie / Naturschutz
ISBN-10 0-521-84628-5 / 0521846285
ISBN-13 978-0-521-84628-8 / 9780521846288
Zustand Neuware
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