%0 Journal Article %1 Tang2003 %A Tang, K. L. %A Li, T. H. %D 2003 %J Anal. Chim. Acta %K imported %N 1 %P 85--92 %T Comparison of different partial least-squares methods in quantitative structure-activity relationships %V 476 %X In this paper, the partial least-squares (PLS) is discussed. A new hybrid method combining PLS with GAGP, in which selection of variables, selection of functions and optimization of parameters were carried at the same time without any foreknowledge, was studied. A number of PLS algorithms (linear PLS, QPLS, SPL-PLS, NPLSNGA) that have appeared were compared from a theoretical viewpoint. Eight practical results with all the compared methods indicated that nonlinear models are better than linear model. In nonlinear methods, GAGP-PLS is significant. (C) 2002 Elsevier Science B.V. All rights reserved.

@article{Tang2003, abstract = {In this paper, the partial least-squares (PLS) is discussed. A new hybrid method combining PLS with GAGP, in which selection of variables, selection of functions and optimization of parameters were carried at the same time without any foreknowledge, was studied. A number of PLS algorithms (linear PLS, QPLS, SPL-PLS, NPLSNGA) that have appeared were compared from a theoretical viewpoint. Eight practical results with all the compared methods indicated that nonlinear models are better than linear model. In nonlinear methods, GAGP-PLS is significant. (C) 2002 Elsevier Science B.V. All rights reserved. }, added-at = {2010-12-02T09:30:05.000+0100}, author = {Tang, K. L. and Li, T. H.}, biburl = {https://www.bibsonomy.org/bibtex/2032c606f61eab580816a836cdb1417a5/afranz}, interhash = {0c496a02d86342026c00ca10dc8955e8}, intrahash = {032c606f61eab580816a836cdb1417a5}, journal = {Anal. Chim. Acta}, keywords = {imported}, number = 1, pages = {85--92}, timestamp = {2010-12-02T09:30:09.000+0100}, title = {Comparison of different partial least-squares methods in quantitative structure-activity relationships}, volume = 476, year = 2003 }