Point and interval estimation of the population size using the truncated Poisson regression model

P. V. D. van der Heijden, R. Bustami, Maarten Cruyff, G. Engbersen, H. V. van Houwelingen
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引用次数: 94

Abstract

A method is presented to derive point and interval estimates of the total number of individuals in a heterogenous Poisson population. The method is based on the Horvitz-Thompson approach. The zero-truncated Poisson regression model is fitted and results are used to obtain point and interval estimates for the total number of individuals in the population. The method is assessed by performing a simulation experiment computing coverage probabilities of Horvitz-Thompson confidence intervals for cases with different sample sizes and Poisson parameters. We illustrate our method using capture-recapture data from the police registration system providing information on illegal immigrants in four large cities in the Netherlands.
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用截断泊松回归模型估计总体大小的点和区间
提出了一种异质泊松种群中总个体数的点估计和区间估计方法。该方法基于Horvitz-Thompson方法。对零截断泊松回归模型进行拟合,并利用结果得到种群中个体总数的点和区间估计。通过模拟实验对不同样本量和泊松参数情况下的Horvitz-Thompson置信区间的覆盖概率进行了评估。我们使用来自警察登记系统的捕获-再捕获数据来说明我们的方法,该系统提供了荷兰四个大城市的非法移民信息。
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