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Document Details
Document Type
:
Article In Journal
Document Title
:
Comprison of model selection critaria for multivariate regression model with mixed model
Comprison of model selection critaria for multivariate regression model with mixed model
Subject
:
Statistics
Document Language
:
English
Abstract
:
This article considers the analysis of multivariate regression experiment that is used frequently in variety of applications research. We used simulation study to compare five model selection criteria in terms of their ability to identify the right multivariate regression model that has the right covariance structure and in the same time the right multivariate model structure. The comparison of the five model selection criteria was in terms of their percentage of number of times that they identify the right model. The simulation results indicate that overall, the percentages of identifying the right multivariate regression model from both standard and non-standard multivariate model structures were low except for specific models that involve the indicator variable. In the same time the five criterions showed similar performance where CAIC and BIC have the best performance in the case of succeed in selecting the right multivariate regression model that has the right covariance structure and in the same time the right multivariate model structure.
ISSN
:
1816-157X
Journal Name
:
Journal of Applied Sciences Research
Volume
:
6
Issue Number
:
2
Publishing Year
:
1431 AH
2010 AD
Article Type
:
Article
Added Date
:
Monday, November 21, 2011
Researchers
Researcher Name (Arabic)
Researcher Name (English)
Researcher Type
Dr Grade
Email
علي حسين المرشدي
Al-Marshad, Ali Hussein
Researcher
Doctorate
almarshadi-a@hotmail.com
Files
File Name
Type
Description
31285.pdf
pdf
Abstract
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