EXACT LOGISTIC-REGRESSION - THEORY AND EXAMPLES

Authors
Citation
Cr. Mehta et Nr. Patel, EXACT LOGISTIC-REGRESSION - THEORY AND EXAMPLES, Statistics in medicine, 14(19), 1995, pp. 2143-2160
Citations number
27
Categorie Soggetti
Statistic & Probability","Medicine, Research & Experimental","Public, Environmental & Occupation Heath","Statistic & Probability
Journal title
ISSN journal
02776715
Volume
14
Issue
19
Year of publication
1995
Pages
2143 - 2160
Database
ISI
SICI code
0277-6715(1995)14:19<2143:EL-TAE>2.0.ZU;2-5
Abstract
We provide an alternative to the maximum likelihood method for making inferences about the parameters of the logistic regression model. The method is based appropriate permutational distributions of sufficient statistics. It is useful for analysing small or unbalanced binary data with covariates. It also applies to small-sample clustered binary dat a. We illustrate the method by analysing several biomedical data sets.