The object of the work is to take into account non-linear relationships in path analysis models with latent variables. Some theoretical remarks are made on the context where non-linearity is to be considered (i.e. inner and/or outer model). Diagnostic tools to test the existence of a non-linear relationship are also presented, mainly with reference to the so-called Kano models. An application to data coming from a survey on the customers of a financial organization is finally presented.
Boari, G., Cantaluppi, G., Bertelli, S., Non-linear relationships in SEM with latent variables: some theoretical remarks and a case study, in FIRST JOINT MEETING OF THE SOCIÉTÉ FRANCOPHONE DE CLASSIFICATION AND THE CLASSIFICATION AND DATA ANALYSIS GROUP OF THE ITALIAN STATISTICAL SOCIETY, BOOK OF SHORT PAPERS, JUNE, 11-13 2008, CASERTA-ITALY, (Caserta, 11-13 June 2008), Università di Caserta, Caserta 2008: 201-204 [http://hdl.handle.net/10807/24279]
Non-linear relationships in SEM with latent variables: some theoretical remarks and a case study
Boari, Giuseppe;Cantaluppi, Gabriele;Bertelli, Stefano
2008
Abstract
The object of the work is to take into account non-linear relationships in path analysis models with latent variables. Some theoretical remarks are made on the context where non-linearity is to be considered (i.e. inner and/or outer model). Diagnostic tools to test the existence of a non-linear relationship are also presented, mainly with reference to the so-called Kano models. An application to data coming from a survey on the customers of a financial organization is finally presented.
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