『ＢＵＧＳで学ぶ階層モデリング入門―個体群のベイズ解析』（原書） Bayesian Population Analysis using WinBUGS : A Hierarchical Perspective

Kéry, Marc/ Schaub, Michael

Academic Press Inc（2011/10発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 554 p.
• 言語 ENG
• 商品コード 9780123870209
• DDC分類 577.015195

基本説明

A comprehensive collection of richly-commented Bayesian analyses of ecological models for population analysis using WinBUGS run from within program R, bridging the gap between introductory-and advance-level texts.

Full Description

Bayesian statistics has exploded into biology and its sub-disciplines, such as ecology, over the past decade. The free software program WinBUGS, and its open-source sister OpenBugs, is currently the only flexible and general-purpose program available with which the average ecologist can conduct standard and non-standard Bayesian statistics.

Contents

1. Introduction

2. Very brief introduction to Bayesian statistical modeling

3. Introduction to the generalized linear model (GLM): The simplest model for count data

4. Introduction to random effects: The conventional Poisson GLMM for count data

5. State-space models

6. Estimation of population size

7. Estimation of survival probabilities using capture-recapture data

8. Estimation of survival probabilities using mark-recovery data

9. Multistate capture-recapture models

10. Estimation of survival and recruitment using the Jolly-Seber model

11. Integrated population models

12. Metapopulation modeling of abundance using hierarchical Poisson regression

13. Metapopulation modeling of species distributions using hierarchical logistic regression

14. Concluding remarks