COMPARATIVE STUDY ON MODEL SELECTION CRITERIA IN GEE
Anower Hossain
Broschiertes Buch

COMPARATIVE STUDY ON MODEL SELECTION CRITERIA IN GEE

MONTE CARLO SIMULATION AND APPLICATION TO MATERNAL MORBIDITY DATA

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Model (or variable) selection is an essential part of any statistical analysis. Since a GEE model does not specify a likelihood structure, traditional model selection criteria are not well defined in the GEE approach. In last decade, modified Akaike s Information Criterion (mAIC), modified Bayesian Information Criterion (mBIC), and extended Mallow s Cp are suggested for GEE.Our main goal is to compare the above mentioned model selection criteria of GEE to find the suitable one. For this we conduct an extensive Monte Carlo simulation study to examine the relative performance of these criteria t...