Journal of Engineering and Applied Sciences

Year: 2018
Volume: 13
Issue: 16
Page No. 6634 - 6638

On the Performance of Fast Robust Variance Inflation Factor Based on Index Set Equality

Authors : Habshah Midi, Shelan Saied Ismaeel and Shelan Saied Ismaeel

References

Alguraibawi, M., H. Midi and A.H.M.R. Imon, 2015. A new robust diagnostic plot for classifying good and bad high leverage points in a multiple linear regression model. Math. Prob. Eng., 2015: 1-12.
CrossRef  |  Direct Link  |  

Bagheri, A. and H. Midi, 2009. Robust estimations as a remedy for multicollinearity caused by multiple high leverage points. J. Math. Statist., 5: 311-321.
CrossRef  |  Direct Link  |  

Bagheri, A., 2011. Robust estimation methods and robust multicollinearity diagnostics for multiple regression model in the presence of high leverage collinearity-influential observations. Ph.D Thesis, Universiti Putra Malaysia, Seri Kembangan, Malaysia.

Bagheri, A., M. Habshah and R.H.M.R. Imon, 2012. A novel collinearity-influential observation diagnostic measure based on a group deletion approach. Commun. Stat.-Simulat. Comput., 41: 1379-1396.
CrossRef  |  Direct Link  |  

Belsley, D.A., 1991. Conditioning Diagnostics: Collinearity and Weak Data in Regression. John Wiley and Sons, Hoboken, New Jersey, USA., ISBN:9780471528890, Pages: 396.

Belsley, D.A., E. Kuh and R.E. Welsch, 1980. Regression Diagnostics: Identifying Influential Data and Sources of Colinearity. John Willey and Sons Inc., New York.

Freund, R.J., J.W. William and S. Ping, 2006. Regression Analysis. Academic Press, Cambridge, Massachusetts, USA., ISBN-13:978-0-12-088597-8, Pages: 459.

Habshah, M., M.R. Norazan and A.H.M.R. Imon, 2009. The performance of diagnostic-robust generalized potentials for the identification of multiple high leverage points in linear regression. J. Applied Statist., 36: 507-520.
Direct Link  |  

Kutner, M.H., C. Nachtsheim and J. Neter, 2004. Applied Linear Regression Models. 4th Edn., McGraw-Hill/Irwin, New York, USA., ISBN:9780073013442, Pages: 701.

Lim, H.A. and H. Midi, 2016. Diagnostic robust generalized potential based on index set equality (DRGP (ISE)) for the identification of high leverage points in linear model. Comput. Stat., 31: 859-877.
CrossRef  |  Direct Link  |  

Marquardt, D.W., 1970. Generalized inverses, ridge regression, biased linear estimation and nonlinear estimation. Technometrics, 12: 591-612.
Direct Link  |  

Midi, H., A. Bagheri and A.H.M.R. Imon, 2010. The application of robust multicollinearity diagnostic method based on robust coefficient determination to a non-collinear data. J. Applied Sci., 10: 611-619.
CrossRef  |  

Montgomery, E., M.P. Bronner, J.R. Goldblum, J.K. Greenson and M.M. Haber et al., 2001. Reproducibility of the diagnosis of dysplasia in Barrett esophagus: A reaffirmation. Hum. Pathol., 32: 368-378.
PubMed  |  Direct Link  |  

Rousseeuw, P.J. and A.M. Leroy, 2005. Robust Regression and Outlier Detection. Vol. 589, John Wiley & Sons, Hoboken, New Jersey, USA., Pages: 331.

Salleh, R.M., 2013. A robust estimation method of location and scale with application in monitoring process variability. Ph.D Thesis, Universiti Teknologi Malaysia, Johor Bahru, Malaysia.

Stine, R.A., 1995. Graphical interpretation of variance inflation factors. Am. Stat., 49: 53-56.
CrossRef  |  Direct Link  |  

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