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首页> 外文期刊>Journal of statistical theory and practice >A Comparative Study of Bayes Estimators of Closed Population Size from Capture-Recapture Data
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A Comparative Study of Bayes Estimators of Closed Population Size from Capture-Recapture Data

机译:基于捕获-捕获数据的封闭人口规模贝叶斯估计器的比较研究

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摘要

Capture-Recapture models estimate the unknown sizes of animal populations. For closed populations, with constant size N during the study, eight standard models exist for estimating N. These models allow for variation in animal capture probabilities due to time effects, heterogeneity among animals, and behavioral effects after the first capture. We present Bayesian versions of these eight models. Through simulation, we compare performance of estimation of N under each model. Each model is fit to data sets generated under each of the eight model assumptions, allowing assessment of model robustness. In our simulation conditions, the most robust model in estimating N is found to be the model with behavioral and time effects. Finally, we illustrate our methods by applying them to a population of cottontail rabbits.
机译:捕获-捕获模型可估计未知数量的动物种群。对于封闭的种群,在研究过程中其大小为N不变,因此存在八个用于估算N的标准模型。这些模型允许由于时间效应,动物间的异质性以及首次捕获后的行为效应而导致动物捕获概率的变化。我们介绍了这八个模型的贝叶斯版本。通过仿真,我们比较了每个模型下N的估计性能。每个模型都适合于根据八个模型假设中的每个模型生成的数据集,从而可以评估模型的鲁棒性。在我们的模拟条件下,估计N的最健壮模型是具有行为和时间效应的模型。最后,我们通过将其应用于棉尾兔种群来说明我们的方法。

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