Bayesian Population Analysis using WinBUGS: A Hierarchical Perspective

Bayesian Population Analysis using WinBUGS: A Hierarchical Perspective
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发表时间:
2011-10
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通讯作者:
M. Kéry;M. Schaub
M. Kéry;M. Schaub
中科院分区:
其他
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作者:
M. Kéry;M. Schaub

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在过去的十年里,贝叶斯统计学已迅速发展到生物学及其子学科,例如生态学。自由软件程序WinBUGS和它的开源姐妹OpenBugs是目前唯一一个灵活的通用程序,普通生态学家可以使用它进行标准和非标准的贝叶斯统计。全面和丰富的评论的例子说明了广泛的模型,是最相关的现代人口生态学家的研究。所有WinBUGS/OpenBUGS分析都完全集成在R软件中。包括进行分析所需的所有R和WinBUGS代码的完整文档,并显示了从Excel文本文件中的数据到解释和处理R中WinBUGS输出的所有必要步骤。
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.