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[JS07] A nonlinear PLS path modeling based on monotonic B-spline transformations

Conférence Internationale avec comité de lecture : PLS'07 - 5th Int. symposium on PLS and related methods, Matforsk, Aas, Norvège, September 2007, pp.112-115,

Mots clés: PLS Path Modeling, B-spline, monotonic transformations, latent variables

Résumé: PLS path modeling is widely used in marketing applications. It is based on linear equations. However, in practical applications, many relations cannot be regarded as linear. For example, the relations between satisfaction and its attributes are nonlinear (Mittal et al., 1998). In this paper, we present a two step approach in order to include nonlinear relationships between manifest and latent variables. We use a certain type of data transformation, often called optimal scaling, with monotonic B-spline optimal transformations of the manifest variables prior to PLS path modeling.

Equipe: msdma

BibTeX

@inproceedings {
JS07,
title="{A nonlinear PLS path modeling based on monotonic B-spline transformations}",
author=" E. Jakobowicz and G. Saporta ",
booktitle="{PLS'07 - 5th Int. symposium on PLS and related methods, Matforsk, Aas, Norvège}",
year=2007,
month="September",
pages="112-115",
}