Pledger Shirley, Pollock Kenneth H, Norris James L
School of Mathematics, Statistics and Operations Research, Victoria University of Wellington, Wellington, New Zealand.
Biometrics. 2010 Sep;66(3):883-90. doi: 10.1111/j.1541-0420.2009.01361.x.
Estimation of abundance is important in both open and closed population capture-recapture analysis, but unmodeled heterogeneity of capture probability leads to negative bias in abundance estimates. This article defines and develops a suite of open population capture-recapture models using finite mixtures to model heterogeneity of capture and survival probabilities. Model comparisons and parameter estimation use likelihood-based methods. A real example is analyzed, and simulations are used to check the main features of the heterogeneous models, especially the quality of estimation of abundance, survival, recruitment, and turnover. The two major advances in this article are the provision of realistic abundance estimates that take account of heterogenetiy of capture, and an appraisal of the amount of overestimation of survival arising from conditioning on the first capture when heterogeneity of survival is present.
在开放和封闭种群的捕获 - 重捕分析中,丰度估计都很重要,但捕获概率的未建模异质性会导致丰度估计出现负偏差。本文定义并开发了一套开放种群捕获 - 重捕模型,使用有限混合模型来模拟捕获概率和生存概率的异质性。模型比较和参数估计采用基于似然的方法。分析了一个实际例子,并通过模拟来检验异质性模型的主要特征,特别是丰度、生存、补充和更替的估计质量。本文的两个主要进展是提供了考虑捕获异质性的现实丰度估计,以及评估了在存在生存异质性时基于首次捕获进行条件设定所导致的生存高估量。