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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...
Autores principales: | , |
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Lenguaje: | eng |
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Springer
2017
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1007/978-3-319-64069-3 http://cds.cern.ch/record/2296541 |
_version_ | 1780956796712648704 |
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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. |
id | cern-2296541 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2017 |
publisher | Springer |
record_format | invenio |
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 |