Asymptotic aspects of ordinary ridge regression

Asymptotic aspects of ordinary ridge regression

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Article ID: iaor1997779
Country: United States
Volume: 15
Issue: 3/4
Start Page Number: 239
End Page Number: 254
Publication Date: Jul 1995
Journal: American Journal of Mathematical and Management Sciences
Authors: ,
Abstract:

Ordinary ridge regression is considered as an alternative to least squares regression for the analysis of multicollinear data. When the ridge factor is estimated from the data, the authors obtain the asymptotic distribution of several ridge factors, and propose a new ridge factor based on asymptotic considerations. The mean squared errors of operational ordinary ridge regression estimators are evaluated asymptotically, and they propose several statistics useful for the selection of ridge factors.

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