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Bayesian Population Analysis using WinBUGS: A hierarchical perspective
출판사 : Academic Press
저 자 : Kery
ISBN : 9780123870209
발행일 : 2011-10
도서종류 : 외국도서
발행언어 : 영어
페이지수 : 554
판매가격 : 69,000원
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   Bayesian Population Analysis using WinBUGS: A hierarchical perspective 목차
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


   도서 상세설명   

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.

Comprehensive and richly commented examples illustrate a wide range of models that are most relevant to the research of a modern population ecologist
All WinBUGS/OpenBUGS analyses are completely integrated in software R
Includes complete documentation of all R and WinBUGS code required to conduct analyses and shows all the necessary steps from having the data in a text file out of Excel to interpreting and processing the output from WinBUGS in R

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