Structural Equation Modelling with Partial Least Squares Using Stata and R

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Release : 2021-03-08
Genre : Computers
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Book Rating : 827/5 ( reviews)

Structural Equation Modelling with Partial Least Squares Using Stata and R - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Structural Equation Modelling with Partial Least Squares Using Stata and R write by Mehmet Mehmetoglu. This book was released on 2021-03-08. Structural Equation Modelling with Partial Least Squares Using Stata and R available in PDF, EPUB and Kindle. Partial least squares structural equation modelling (PLS-SEM) is becoming a popular statistical framework in many fields and disciplines of the social sciences. The main reason for this popularity is that PLS-SEM can be used to estimate models including latent variables, observed variables, or a combination of these. The popularity of PLS-SEM is predicted to increase even more as a result of the development of new and more robust estimation approaches, such as consistent PLS-SEM. The traditional and modern estimation methods for PLS-SEM are now readily facilitated by both open-source and commercial software packages. This book presents PLS-SEM as a useful practical statistical toolbox that can be used for estimating many different types of research models. In so doing, the authors provide the necessary technical prerequisites and theoretical treatment of various aspects of PLS-SEM prior to practical applications. What makes the book unique is the fact that it thoroughly explains and extensively uses comprehensive Stata (plssem) and R (cSEM and plspm) packages for carrying out PLS-SEM analysis. The book aims to help the reader understand the mechanics behind PLS-SEM as well as performing it for publication purposes. Features: Intuitive and technical explanations of PLS-SEM methods Complete explanations of Stata and R packages Lots of example applications of the methodology Detailed interpretation of software output Reporting of a PLS-SEM study Github repository for supplementary book material The book is primarily aimed at researchers and graduate students from statistics, social science, psychology, and other disciplines. Technical details have been moved from the main body of the text into appendices, but it would be useful if the reader has a solid background in linear regression analysis.

Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R

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Release : 2021-11-03
Genre : Business & Economics
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Book Rating : 190/5 ( reviews)

Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R write by Joseph F. Hair Jr.. This book was released on 2021-11-03. Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R available in PDF, EPUB and Kindle. Partial least squares structural equation modeling (PLS-SEM) has become a standard approach for analyzing complex inter-relationships between observed and latent variables. Researchers appreciate the many advantages of PLS-SEM such as the possibility to estimate very complex models and the method’s flexibility in terms of data requirements and measurement specification. This practical open access guide provides a step-by-step treatment of the major choices in analyzing PLS path models using R, a free software environment for statistical computing, which runs on Windows, macOS, and UNIX computer platforms. Adopting the R software’s SEMinR package, which brings a friendly syntax to creating and estimating structural equation models, each chapter offers a concise overview of relevant topics and metrics, followed by an in-depth description of a case study. Simple instructions give readers the “how-tos” of using SEMinR to obtain solutions and document their results. Rules of thumb in every chapter provide guidance on best practices in the application and interpretation of PLS-SEM.

Partial Least Squares Path Modeling of Latent Variables

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Release : 2017-06-26
Genre : Mathematics
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Book Rating : 819/5 ( reviews)

Partial Least Squares Path Modeling of Latent Variables - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Partial Least Squares Path Modeling of Latent Variables write by Vincenzo Esposito Vinzi. This book was released on 2017-06-26. Partial Least Squares Path Modeling of Latent Variables available in PDF, EPUB and Kindle. Partial least squares structural equation modelling (PLS-SEM) is becoming a popular statistical framework in many fields and disciplines of the social sciences. The main reason for this popularity is that PLS-SEM can be used to estimate models including latent variables, observed variables, or a combination of these. The popularity of PLS-SEM is predicted to increase even more as a result of the development of new and more robust estimation approaches, such as consistent PLS-SEM. The traditional and modern estimation methods for PLS-SEM are now readily facilitated by both open-source and commercial software packages. This book presents PLS-SEM as a useful practical statistical toolbox that can be used for estimating many different types of research models. In so doing, the authors provide the necessary technical prerequisites and theoretical treatment of various aspects of PLS-SEM prior to practical applications. What makes the book unique is the fact that it thoroughly explains and extensively uses comprehensive Stata (plssem) and R (cSEM and plspm) packages for carrying out PLS-SEM analysis. The book aims to help the reader understand the mechanics behind PLS-SEM as well as performing it for publication purposes. Features: Intuitive and technical explanations of PLS-SEM methods Complete explanations of Stata and R packages Lots of example applications of the methodology Detailed interpretation of software output Reporting of a PLS-SEM study Github repository for supplementary book material The book is primarily aimed at researchers and graduate students from statistics, social science, psychology, and other disciplines. Technical details have been moved from the main body of the text into appendices, but it would be useful if the reader has a solid background in linear regression analysis.

Partial Least Squares Path Modeling

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Release : 2017-11-03
Genre : Mathematics
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Book Rating : 690/5 ( reviews)

Partial Least Squares Path Modeling - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Partial Least Squares Path Modeling write by Hengky Latan. This book was released on 2017-11-03. Partial Least Squares Path Modeling available in PDF, EPUB and Kindle. 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.

Applied Structural Equation Modelling for Researchers and Practitioners

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Release : 2016-12-16
Genre : Education
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Book Rating : 824/5 ( reviews)

Applied Structural Equation Modelling for Researchers and Practitioners - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Applied Structural Equation Modelling for Researchers and Practitioners write by Indranarain Ramlall. This book was released on 2016-12-16. Applied Structural Equation Modelling for Researchers and Practitioners available in PDF, EPUB and Kindle. This book explains in a rigorous, concise and practical manner all the vital components embedded in structural equation modelling. Focusing on R and stata to implement and perform various structural equation models.