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Comparative Study on Model Selection Criteria in Gee

Name: Comparative Study on Model Selection Criteria in Gee
Brand: VDM Verlag
SKU: 06828683
Price: 21700 HUF
Availability: InStock
Author: Anower Hossain
ISBN: 9783639207187

Anower Hossain

Language

English

Book Paperback

Libristo code: 06828683

Publishers VDM Verlag, October 2009

Model (or variable) selection is an essential part of any statistical analysis. Since a GEE model do... Full description

Libristo code: 06828683

145 b

21 700 Ft

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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 to select the best underlying model. Finally, considering the simulation study results, we apply GCp criterion to maternal morbidity data to select best underlying model and find that model for major pregnancy complications with covariates-education of the respondent, gainful employment, whether wanted the index pregnancy and food supplement appears to be the best choice among all possible models.