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多元逻辑回归模型的扩展Mantel-Haenszel估计程序。

Extended Mantel-Haenszel estimating procedure for multivariate logistic regression models.

作者信息

Liang K Y

出版信息

Biometrics. 1987 Jun;43(2):289-99.

PMID:3607201
Abstract

A class of estimating functions is proposed for the estimation of multivariate relative risk in stratified case-control studies. It reduces to the well-known Mantel-Haenszel estimator when there is a single binary risk factor. Large-sample properties of the solutions to the proposed estimating equations are established for two distinct situations. Efficiency calculations suggest that the proposed estimators are nearly fully efficient relative to the conditional maximum likelihood estimator for the parameters considered. Application of the proposed method to family data and longitudinal data, where the conditional likelihood approach fails, is discussed. Two examples from case-control studies and one example from a study on familial aggregation are presented.

摘要

本文提出了一类估计函数,用于在分层病例对照研究中估计多变量相对风险。当只有一个二元风险因素时,它简化为著名的Mantel-Haenszel估计量。针对两种不同情况,建立了所提出估计方程解的大样本性质。效率计算表明,相对于所考虑参数的条件最大似然估计量,所提出的估计量几乎是完全有效的。讨论了所提出方法在条件似然方法失效的家庭数据和纵向数据中的应用。给出了病例对照研究的两个例子和家族聚集研究的一个例子。

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