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一些具有医学应用的常用逻辑模型的抗性拟合。

Resistant fits for some commonly used logistic models with medical application.

作者信息

Pregibon D

出版信息

Biometrics. 1982 Jun;38(2):485-98.

PMID:7115876
Abstract

Logistic regression-type models are used in many applications. Some examples include the classical dose-response experiment, prospective and retrospective studies of disease incidence (with and without matching), and the analysis of ordinal data. In most instances, the model is fitted by the method of maximum likelihood, which, like least squares, is sensitive to atypical observations. An alternative to maximum likelihood is proposed and illustrated by examples.

摘要

逻辑回归类型的模型在许多应用中都有使用。一些例子包括经典的剂量反应实验、疾病发病率的前瞻性和回顾性研究(有匹配和无匹配情况)以及有序数据的分析。在大多数情况下,模型通过最大似然法进行拟合,与最小二乘法一样,该方法对非典型观测值很敏感。本文提出了一种最大似然法的替代方法,并通过实例进行说明。

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