TY - JOUR
T1 - A fast method for the calculation of partial least squares coefficients
AU - Marengo, E.
AU - Todeschini, R.
PY - 1991
Y1 - 1991
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=0026344103&partnerID=8YFLogxK
U2 - 10.1016/0169-7439(91)80120-F
DO - 10.1016/0169-7439(91)80120-F
M3 - Article
SN - 0169-7439
VL - 12
SP - 117
EP - 120
JO - Chemometrics and Intelligent Laboratory Systems
JF - Chemometrics and Intelligent Laboratory Systems
IS - 2
ER -