The performance of classical and robust logistic regression estimators in the presence of outliers

It is now evident that the estimation of logistic regression parameters, using Maximum Likelihood Estimator(MLE), suffers a huge drawback in the presence of outliers. An alternative approach is to use robust logistic regression estimators, such as Mallows type leverage dependent weights estimator (...

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Bibliographic Details
Main Authors: Midi, Habshah, Ariffin @ Mat Zin, Syaiba Balqish
Format: Article
Language:English
Published: Universiti Putra Malaysia Press 2012
Online Access:http://psasir.upm.edu.my/40467/
http://psasir.upm.edu.my/40467/
http://psasir.upm.edu.my/40467/1/16.%20The%20Performance%20of%20Classical%20and%20Robust%20Logistic%20Regression.pdf
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