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Using Cook's distance in polytomous logistic...
Journal article

Using Cook's distance in polytomous logistic regression

Abstract

The previously unknown asymptotic distribution of Cook's distance in polytomous logistic regression is established as a linear combination of independent chi-square random variables with one degree of freedom. An exhaustive approach to the analysis of influential covariates is developed and a new measure for the accuracy of predictions based on such a distribution is provided. Two examples with real data sets (one with continuous covariates and …

Authors

Martín N

Journal

British Journal of Mathematical and Statistical Psychology, Vol. 68, No. 1, pp. 84–115

Publisher

Wiley

Publication Date

February 2015

DOI

10.1111/bmsp.12036

ISSN

0007-1102