Robust Estimation Methods and Robust Multicollinearity Diagnostics for Multiple Regression Model in the Presence of High Leverage Collinearity-Influential Observations

The presence of outliers and multicollinearity are inevitable in real data sets and they have an unduly effect on the parameter estimation of multiple linear regression models. It is now evident that outliers in the X-direction or high leverage points are another source of multicollinearity. These l...

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Bibliographic Details
Main Author: Bagheri, Arezoo
Format: Thesis
Language:English
English
Published: 2011
Subjects:
Online Access:http://psasir.upm.edu.my/id/eprint/19689/1/IPM_2011_1.pdf
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