Bayesian Inference: with ecological applications

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More About This Textbook

Overview

This text is written to provide a mathematically sound but accessible and engaging introduction to Bayesian inference specifically for environmental scientists, ecologists and wildlife biologists. It emphasizes the power and usefulness of Bayesian methods in an ecological context.

The advent of fast personal computers and easily available software hassimplified the use ofBayesian and hierarchicalmodels . One obstacle remains for ecologists and wildlife biologists, namely the near absence of Bayesian texts written specifically for them. The book includes many relevant examples, is supported by software and examples on a companion website and will become an essential grounding in this approachforstudents and research ecologists.

• Engagingly written text specifically designed to demystify a complex subject
• Examples drawn from ecology and wildlife research
• An essential grounding for graduate and research ecologists in the increasingly prevalent Bayesian approach to inference
• Companion website with analytical software and examples
• Leading authors with world-class reputations in ecology and biostatistics

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Product Details

  • ISBN-13: 9780123748546
  • Publisher: Elsevier Science
  • Publication date: 8/4/2009
  • Edition description: New Edition
  • Pages: 400
  • Product dimensions: 7.70 (w) x 9.40 (h) x 1.00 (d)

Table of Contents

Chapter 1. Bayesian Inference
Chapter 2. Probability
Chapter 3. Statistical Inference
Chapter 4. Posterior Calculations
Chapter 5. Bayesian Prediction
Chapter 6. Priors
Chapter 7. Multimodel Inference
Chapter 8. Hidden Data Models
Chapter 9. Closed-Population Mark-Recapture Models
Chapter 10. Latent Multinomials
Chapter 11. Open Population Models
Chapter 12. Individual Fitness
Chapter 13. Autoregressive Smoothing

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