Bayesian Methods for Ecology
- Author: Michael A. McCarthy, University of Melbourne
- Date Published: May 2007
- availability: Available
- format: Paperback
- isbn: 9780521615594
Paperback
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The interest in using Bayesian methods in ecology is increasing, however many ecologists have difficulty with conducting the required analyses. McCarthy bridges that gap, using a clear and accessible style. The text also incorporates case studies to demonstrate mark-recapture analysis, development of population models and the use of subjective judgement. The advantages of Bayesian methods, are also described here, for example, the incorporation of any relevant prior information and the ability to assess the evidence in favour of competing hypotheses. Free software is available as well as an accompanying web-site containing the data files and WinBUGS codes. Bayesian Methods for Ecology will appeal to academic researchers, upper undergraduate and graduate students of Ecology.
Read more- Describes the basics of Bayesian statistical methods in an easily accessible style
- A diversity of analyses that are typically conducted by ecologists are described
- Free computer program and data files allowing reader to replicate the results in the book and modify the examples to their own data. Website addresses: http://mathstat.helsinki.fi/openbugs/ and http://arcue.botany.unimelb.edu.au/bayes.html
Reviews & endorsements
"[This book] will advance any ecologists' understanding of Bayesian statistics. ... the many diverse examples, which are the book's greatest strength, make the topic very approachable, even for people with moderate understanding of statistical theory. ... I therefore would highly recommend it to any ecologist interested in learning more about Bayesian statistics, and especially to those who want to learn to run Bayesian analyses in Win BUGS." - Tabitha Graves, Ecology
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×Product details
- Date Published: May 2007
- format: Paperback
- isbn: 9780521615594
- length: 312 pages
- dimensions: 226 x 150 x 18 mm
- weight: 0.48kg
- contains: 47 b/w illus. 8 tables
- availability: Available
Table of Contents
1. Introduction
2. Critiques of statistical methods
3. Analysing averages and frequencies
4. How good are the models?
5. Regression and correlation
6. Analysis of variance
Case studies
7. Mark-recapture analysis
8. Effects of marking frogs
9. Population dynamics
10. Subjective priors
11. Conclusion
Appendix A. A tutorial for running WinBUGS
Appendix B. Probability distributions
Appendix C. MCMC algorithms.-
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