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Restricted Liu estimator in generalized linear models: Monte Carlo simulation studies on gamma and Poisson distributed responses
2019
Journal:  
Hacettepe Journal of Mathematics and Statistics
Author:  
Abstract:

In this study, we introduce iterative restricted Liu estimator to combat multicollinearity in generalized linear models. We also obtain necessary and sufficient conditions for the superiority of the first-order approximated restricted Liu estimator over the first-order approximated maximum likelihood and Liu estimators by the approximated mean squared error criterion. The results are illustrated by conducting simulation studies and numerical examples.

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2019
Journal:  
Hacettepe Journal of Mathematics and Statistics
Author:  
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Hacettepe Journal of Mathematics and Statistics

Field :   Fen Bilimleri ve Matematik

Journal Type :   Uluslararası

Metrics
Article : 1.771
Cite : 683
2023 Impact : 0.004
Details
Hacettepe Journal of Mathematics and Statistics