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Created May 6, 2014 09:02
Collection export small problem #50
@Article{Jong2001,
Title = {Canonical partial least squares and continuum power regression},
Author = {Jong, Sijmen De and Wise, Barry M and Ricker, N Lawrence},
Journal = {Journal of Chemometrics},
Pages = {85-100},
Volume = {15},
Year = {2001},
Abstractnote = {A method, canonical PLS, is proposed for performing the basic PLS calculations in the canonical co-ordinate system of the predictor matrix X. This reduces the size of the problem to its smallest possible dimension as determined by the rank of X. The computation is further simplified since the cross-product matrices XTX and XXT are symmetric. PLS weights, scores and loadings referring to the canonical co-ordinate system can be easily back-transformed to the original co-ordinate system. The method offers an ideal setting to carry out the continuum regression approach to PLS introduced by Wise and Ricker. By raising the