A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS

Özgür Yeniay; Atilla Göktaş

Research Article

A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS

Year 2002, Volume: 31, 99 - 111, 01.12.2001

Özgür Yeniay Atilla Göktaş

Abstract

The aim of this study is to compare popular regression methods with the

partial least squares method. The paper presents a theoretical point of view,

as well as an application on a real data set. It is found that partial least

squares regression yields somewhat better results in terms of the predictive

ability of models obtained when compared to the other prediction methods.

Keywords

Ordinary least squares, Ridge regression, Principal component regression, Partial least squares.

References

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Year 2002, Volume: 31, 99 - 111, 01.12.2001

Özgür Yeniay Atilla Göktaş

Abstract

References

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There are 1 citations in total.

Details

Primary Language	English
Subjects	Statistics
Journal Section	Statistics
Authors	Özgür Yeniay This is me Atilla Göktaş This is me
Publication Date	December 1, 2001
Published in Issue	Year 2002 Volume: 31

Cite

APA	Yeniay, Ö., & Göktaş, A. (2001). A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS. Hacettepe Journal of Mathematics and Statistics, 31, 99-111.
AMA	Yeniay Ö, Göktaş A. A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS. Hacettepe Journal of Mathematics and Statistics. December 2001;31:99-111.
Chicago	Yeniay, Özgür, and Atilla Göktaş. “A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS”. Hacettepe Journal of Mathematics and Statistics 31, December (December 2001): 99-111.
EndNote	Yeniay Ö, Göktaş A (December 1, 2001) A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS. Hacettepe Journal of Mathematics and Statistics 31 99–111.
IEEE	Ö. Yeniay and A. Göktaş, “A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS”, Hacettepe Journal of Mathematics and Statistics, vol. 31, pp. 99–111, 2001.
ISNAD	Yeniay, Özgür - Göktaş, Atilla. “A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS”. Hacettepe Journal of Mathematics and Statistics 31 (December 2001), 99-111.
JAMA	Yeniay Ö, Göktaş A. A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS. Hacettepe Journal of Mathematics and Statistics. 2001;31:99–111.
MLA	Yeniay, Özgür and Atilla Göktaş. “A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS”. Hacettepe Journal of Mathematics and Statistics, vol. 31, 2001, pp. 99-111.
Vancouver	Yeniay Ö, Göktaş A. A COMPARISON OF PARTIAL LEAST SQUARES REGRESSION WITH OTHER PREDICTION METHODS. Hacettepe Journal of Mathematics and Statistics. 2001;31:99-111.