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The choice of perturbation factor in ridge regression

 

作者: S. Hadzivukovic,   E. Nikolic-Djoric,   K. Cobanovic,  

 

期刊: Journal of Applied Statistics  (Taylor Available online 1992)
卷期: Volume 19, issue 2  

页码: 223-230

 

ISSN:0266-4763

 

年代: 1992

 

DOI:10.1080/02664769200000018

 

出版商: Carfax Publishing Company

 

数据来源: Taylor

 

摘要:

The ridge regression, as a modification of least squares, is one of the ways of the ways of overcoming multicollinearity of regressors in regression analysis. The central problem in the application of the ridge regression is the choice of the perturbation factor k. The paper compares the performance of some subjective (SM) and objective (OM) methods of selection k in respect of the estimates of the mean squared estimation error (MSEE) and the mean squared prediction error (MSPE). The chosen methods were applied on empirical data which relate to social product and some other relevant factors of agriculture of Yugoslavia and its regions.

 

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