Editorial: Perspectives on Partial Least Squares

Vincenzo Esposito Vinzi, Wynne W. Chin, Jörg Henseler, Huiwen Wang

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Abstract

This Handbook on Partial Least Squares (PLS) represents a comprehensive presentation of the current, original and most advanced research in the domain of PLS methods with specific reference to their use in Marketing-related areas and with a discussion of the forthcoming and most challenging directions of research and perspectives. The Handbook covers the broad area of PLS Methods from Regression to Structural Equation Modeling, from methods to applications, from software to interpretation of results. This work features papers on the use and the analysis of latent variables and indicators by means of the PLS Path Modeling approach from the design of the causal network to the model assessment and improvement.Moreover, within the PLS framework, the Handbook addresses, among others, special and advanced topics such as the analysis of multi-block, multi-group and multistructured data, the use of categorical indicators, the study of interaction effects, the integration of classification issues, the validation aspects and the comparison between the PLS approach and the covariance-based Structural Equation Modeling. Most chapters comprise a thorough discussion of applications to problems from Marketing and related areas. Furthermore, a few tutorials focus on some key aspects of PLS analysis with a didactic approach. This Handbook serves as both an introduction for those without prior knowledge of PLS but also as a comprehensive reference for researchers and practitioners interested in the most recent advances in PLS methodology
Original languageEnglish
Title of host publicationHandbook of Partial Least Squares
Subtitle of host publicationconcepts, methods and applications
EditorsVincenzo Esposito Vinzi, Wynne W. Chin, Jörg Henseler, Huiwen Wang
Place of PublicationBerlin, Heidelberg
PublisherSpringer
Pages1-20
Number of pages20
ISBN (Electronic)978-3-540-32827-8
ISBN (Print)978-3-540-32825-4
DOIs
Publication statusPublished - 2010
Externally publishedYes

Publication series

NameSpringer Handbooks of Computational Statistics
PublisherSpringer

Fingerprint

least squares method
marketing
modeling
software
methodology
analysis
indicator
method
didactics
effect
comparison

Cite this

Vinzi, V. E., Chin, W. W., Henseler, J., & Wang, H. (2010). Editorial: Perspectives on Partial Least Squares. In V. E. Vinzi, W. W. Chin, J. Henseler, & H. Wang (Eds.), Handbook of Partial Least Squares: concepts, methods and applications (pp. 1-20). (Springer Handbooks of Computational Statistics). Berlin, Heidelberg: Springer. https://doi.org/10.1007/978-3-540-32827-8
Vinzi, Vincenzo Esposito ; Chin, Wynne W. ; Henseler, Jörg ; Wang, Huiwen. / Editorial: Perspectives on Partial Least Squares. Handbook of Partial Least Squares: concepts, methods and applications. editor / Vincenzo Esposito Vinzi ; Wynne W. Chin ; Jörg Henseler ; Huiwen Wang. Berlin, Heidelberg : Springer, 2010. pp. 1-20 (Springer Handbooks of Computational Statistics).
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Vinzi, VE, Chin, WW, Henseler, J & Wang, H 2010, Editorial: Perspectives on Partial Least Squares. in VE Vinzi, WW Chin, J Henseler & H Wang (eds), Handbook of Partial Least Squares: concepts, methods and applications. Springer Handbooks of Computational Statistics, Springer, Berlin, Heidelberg, pp. 1-20. https://doi.org/10.1007/978-3-540-32827-8

Editorial: Perspectives on Partial Least Squares. / Vinzi, Vincenzo Esposito; Chin, Wynne W.; Henseler, Jörg ; Wang, Huiwen.

Handbook of Partial Least Squares: concepts, methods and applications. ed. / Vincenzo Esposito Vinzi; Wynne W. Chin; Jörg Henseler; Huiwen Wang. Berlin, Heidelberg : Springer, 2010. p. 1-20 (Springer Handbooks of Computational Statistics).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

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AB - This Handbook on Partial Least Squares (PLS) represents a comprehensive presentation of the current, original and most advanced research in the domain of PLS methods with specific reference to their use in Marketing-related areas and with a discussion of the forthcoming and most challenging directions of research and perspectives. The Handbook covers the broad area of PLS Methods from Regression to Structural Equation Modeling, from methods to applications, from software to interpretation of results. This work features papers on the use and the analysis of latent variables and indicators by means of the PLS Path Modeling approach from the design of the causal network to the model assessment and improvement.Moreover, within the PLS framework, the Handbook addresses, among others, special and advanced topics such as the analysis of multi-block, multi-group and multistructured data, the use of categorical indicators, the study of interaction effects, the integration of classification issues, the validation aspects and the comparison between the PLS approach and the covariance-based Structural Equation Modeling. Most chapters comprise a thorough discussion of applications to problems from Marketing and related areas. Furthermore, a few tutorials focus on some key aspects of PLS analysis with a didactic approach. This Handbook serves as both an introduction for those without prior knowledge of PLS but also as a comprehensive reference for researchers and practitioners interested in the most recent advances in PLS methodology

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A2 - Henseler, Jörg

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PB - Springer

CY - Berlin, Heidelberg

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Vinzi VE, Chin WW, Henseler J, Wang H. Editorial: Perspectives on Partial Least Squares. In Vinzi VE, Chin WW, Henseler J, Wang H, editors, Handbook of Partial Least Squares: concepts, methods and applications. Berlin, Heidelberg: Springer. 2010. p. 1-20. (Springer Handbooks of Computational Statistics). https://doi.org/10.1007/978-3-540-32827-8