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一种基于似然性的方法,用于在稳健设计下对人口统计学参数进行捕获-再捕获估计。

A likelihood-based approach to capture-recapture estimation of demographic parameters under the robust design.

作者信息

Kendall W L, Pollock K H, Brownie C

机构信息

Biomathematics Program, Dept. of Statistics, North Carolina State University, Raleigh 27695-8203, USA.

出版信息

Biometrics. 1995 Mar;51(1):293-308.

PMID:7766783
Abstract

The Jolly-Seber method has been the traditional approach to the estimation of demographic parameters in long-term capture-recapture studies of wildlife and fish species. This method involves restrictive assumptions about capture probabilities that can lead to biased estimates, especially of population size and recruitment. Pollock (1982, Journal of Wildlife Management 46, 752-757) proposed a sampling scheme in which a series of closely spaced samples were separated by longer intervals such as a year. For this "robust design," Pollock suggested a flexible ad hoc approach that combines the Jolly-Seber estimators with closed population estimators, to reduce bias caused by unequal catchability, and to provide estimates for parameters that are unidentifiable by the Jolly-Seber method alone. In this paper we provide a formal modelling framework for analysis of data obtained using the robust design. We develop likelihood functions for the complete data structure under a variety of models and examine the relationship among the models. We compute maximum likelihood estimates for the parameters by applying a conditional argument, and compare their performance against those of ad hoc and Jolly-Seber approaches using simulation.

摘要

在对野生动物和鱼类进行长期标记重捕研究以估计种群统计学参数时,乔利 - 西伯方法一直是传统的方法。该方法涉及对捕获概率的一些限制性假设,这些假设可能导致估计值产生偏差,尤其是在种群数量和补充量的估计方面。波洛克(1982年,《野生动物管理杂志》46卷,第752 - 757页)提出了一种抽样方案,即一系列间隔紧密的样本由较长的时间间隔(如一年)隔开。对于这种“稳健设计”,波洛克建议了一种灵活的临时方法,该方法将乔利 - 西伯估计量与封闭种群估计量相结合,以减少因可捕获性不均等导致的偏差,并为仅用乔利 - 西伯方法无法识别的参数提供估计值。在本文中,我们为分析使用稳健设计获得的数据提供了一个正式的建模框架。我们针对各种模型开发了完整数据结构的似然函数,并研究了这些模型之间的关系。我们通过应用条件论证来计算参数的最大似然估计值,并通过模拟将其性能与临时方法和乔利 - 西伯方法的性能进行比较。

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