Dimensionality reduction methods

D'Ambra, Luigi and Amenta, Pietro and Gallo, Michele (2005) Dimensionality reduction methods. METODOLOšKI ZVEZKI, 2 (1). pp. 115-123. ISSN 1854-0031

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In case one or more sets of variables are available, the use of dimensional reduction methods could be necessary. In this contest, after a review on the link between the Shrinkage Regression Methods and Dimensional Reduction Methods, authors provide a different multivariate extension of the Garthwaite’s PLS approach (1994) where a simple linear regression coefficients framework could be given for several dimensional reduction methods.

Item Type:Article
Uncontrolled Keywords:Shrinkage Regression Methods, Partial Least Squares, Principal Component Regression, Canonical Correlation Regression
Subjects:AREA 13 - Scienze economiche e statistiche > STATISTICA
ID Code:320
Deposited By:Prof. Michele Gallo
Deposited On:28 Sep 2010 22:18
Last Modified:28 Sep 2010 22:18

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