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A new robust approach for multinomial logistic regression with complex design model

Authors :
Castilla, Elena
Chocano, Pedro J.
Publication Year :
2021

Abstract

Robust estimators and Wald-type tests are developed for the multinomial logistic regression based on $\phi$-divergence measures. The robustness of the proposed estimators and tests is proved through the study of their influence functions and it is also illustrated with two numerical examples and an extensive simulation study.

Subjects

Subjects :
Mathematics - Statistics Theory

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2102.03073
Document Type :
Working Paper