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Partial least squares path modeling: basic concepts, methodological issues and applications

This edited book presents the recent developments in partial least squares-path modeling (PLS-PM) and provides a comprehensive overview of the current state of the most advanced research related to PLS-PM. The first section of this book emphasizes the basic concepts and extensions of the PLS-PM meth...

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Detalles Bibliográficos
Autores principales: Latan, Hengky, Noonan, Richard
Lenguaje:eng
Publicado: Springer 2017
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-319-64069-3
http://cds.cern.ch/record/2296541
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author Latan, Hengky
Noonan, Richard
author_facet Latan, Hengky
Noonan, Richard
author_sort Latan, Hengky
collection CERN
description This edited book presents the recent developments in partial least squares-path modeling (PLS-PM) and provides a comprehensive overview of the current state of the most advanced research related to PLS-PM. The first section of this book emphasizes the basic concepts and extensions of the PLS-PM method. The second section discusses the methodological issues that are the focus of the recent development of the PLS-PM method. The third part discusses the real world application of the PLS-PM method in various disciplines. The contributions from expert authors in the field of PLS focus on topics such as the factor-based PLS-PM, the perfect match between a model and a mode, quantile composite-based path modeling (QC-PM), ordinal consistent partial least squares (OrdPLSc), non-symmetrical composite-based path modeling (NSCPM), modern view for mediation analysis in PLS-PM, a multi-method approach for identifying and treating unobserved heterogeneity, multigroup analysis (PLS-MGA), the assessment of the common method bias, non-metric PLS with categorical indicators, evaluation of the efficiency and accuracy of model misspecification and bootstrap parameter recovery in PLS-PM, CB-SEM, and the Bollen-Stine methods and importance-performance map analysis (IPMA) for nonlinear relationships. This book will be useful for researchers and practitioners interested in the latest advances in PLS-PM as well as master and Ph.D. students in a variety of disciplines using the PLS-PM method for their projects.
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spelling cern-22965412021-04-21T18:58:59Zdoi:10.1007/978-3-319-64069-3http://cds.cern.ch/record/2296541engLatan, HengkyNoonan, RichardPartial least squares path modeling: basic concepts, methodological issues and applicationsMathematical Physics and MathematicsThis edited book presents the recent developments in partial least squares-path modeling (PLS-PM) and provides a comprehensive overview of the current state of the most advanced research related to PLS-PM. The first section of this book emphasizes the basic concepts and extensions of the PLS-PM method. The second section discusses the methodological issues that are the focus of the recent development of the PLS-PM method. The third part discusses the real world application of the PLS-PM method in various disciplines. The contributions from expert authors in the field of PLS focus on topics such as the factor-based PLS-PM, the perfect match between a model and a mode, quantile composite-based path modeling (QC-PM), ordinal consistent partial least squares (OrdPLSc), non-symmetrical composite-based path modeling (NSCPM), modern view for mediation analysis in PLS-PM, a multi-method approach for identifying and treating unobserved heterogeneity, multigroup analysis (PLS-MGA), the assessment of the common method bias, non-metric PLS with categorical indicators, evaluation of the efficiency and accuracy of model misspecification and bootstrap parameter recovery in PLS-PM, CB-SEM, and the Bollen-Stine methods and importance-performance map analysis (IPMA) for nonlinear relationships. This book will be useful for researchers and practitioners interested in the latest advances in PLS-PM as well as master and Ph.D. students in a variety of disciplines using the PLS-PM method for their projects.Springeroai:cds.cern.ch:22965412017
spellingShingle Mathematical Physics and Mathematics
Latan, Hengky
Noonan, Richard
Partial least squares path modeling: basic concepts, methodological issues and applications
title Partial least squares path modeling: basic concepts, methodological issues and applications
title_full Partial least squares path modeling: basic concepts, methodological issues and applications
title_fullStr Partial least squares path modeling: basic concepts, methodological issues and applications
title_full_unstemmed Partial least squares path modeling: basic concepts, methodological issues and applications
title_short Partial least squares path modeling: basic concepts, methodological issues and applications
title_sort partial least squares path modeling: basic concepts, methodological issues and applications
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-319-64069-3
http://cds.cern.ch/record/2296541
work_keys_str_mv AT latanhengky partialleastsquarespathmodelingbasicconceptsmethodologicalissuesandapplications
AT noonanrichard partialleastsquarespathmodelingbasicconceptsmethodologicalissuesandapplications