Marengo, E. and Todeschini, R., 1991. A fast method for the calculation of partial least squares coefficients. Chemometrics and Intelligent Laboratory Systems, 12: 117-120. Partial least squares (PLS) has proved to be more effective than ordinary least squares (OLS) in the study of complex systems. However, its use is made difficult by the splitting of the information into several latent variables. In an effort to overcome this difficulty, PLS coefficients which are analogues of the OLS have been introduced to provide an easy and immediate method to interpret numbers. This paper presents a method for the fast calculation of PLS coefficients. It is based on the use of PLS models to predict the response at proper points of the original variable space. The predicted responses directly render the PLS coefficients. © 1991.

Marengo, E., Todeschini, R. (1991). A fast method for the calculation of PLS coefficients. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 12, 117-120.

A fast method for the calculation of PLS coefficients

TODESCHINI, ROBERTO
1991

Abstract

Marengo, E. and Todeschini, R., 1991. A fast method for the calculation of partial least squares coefficients. Chemometrics and Intelligent Laboratory Systems, 12: 117-120. Partial least squares (PLS) has proved to be more effective than ordinary least squares (OLS) in the study of complex systems. However, its use is made difficult by the splitting of the information into several latent variables. In an effort to overcome this difficulty, PLS coefficients which are analogues of the OLS have been introduced to provide an easy and immediate method to interpret numbers. This paper presents a method for the fast calculation of PLS coefficients. It is based on the use of PLS models to predict the response at proper points of the original variable space. The predicted responses directly render the PLS coefficients. © 1991.
Articolo in rivista - Articolo scientifico
chemometrics;PLS;regression coefficients
English
1991
12
117
120
none
Marengo, E., Todeschini, R. (1991). A fast method for the calculation of PLS coefficients. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 12, 117-120.
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/32183
Citazioni
  • Scopus 17
  • ???jsp.display-item.citation.isi??? ND
Social impact