Partial Least Squares Path Modeling (eBook)

Basic Concepts, Methodological Issues and Applications

Hengky Latan, Jr. Hair Joseph F., Richard Noonan (Herausgeber)

eBook Download: PDF

2023 | 2., Second Edition 2023
472 Seiten
Springer International Publishing (Verlag)
978-3-031-37772-3 (ISBN)

Infos

Now in its second edition, this edited book presents recent progress and techniques in partial least squares path modeling (PLS-PM), and provides a comprehensive overview of the current state-of-the-art in PLS-PM research. Like the previous edition, the book is divided into three parts: the first part emphasizes the basic concepts and extensions of the PLS-PM method; the second part discusses the methodological issues that have been the focus of recent developments, and the last part deals with real-world applications of the PLS-PM method in various disciplines.

This new edition broadens the scope of the first edition and consists of entirely new original contributions, again written by expert authors in the field, on a wide range of topics, including: how to perform quantile composite path modeling with R; the rationale and justification for using PLS-PM in top-tier journals; psychometric properties of three weighting schemes and why PLS-PM is a better fit to mode B; a comprehensive review of PLS software; how to perform out-of-sample predictions with ordinal consistent partial least squares; multicollinearity issues in PLS-PM using ridge regression; theorizing and testing specific indirect effects in PLS and considering their effect size; how to run hierarchical models and available approaches; and how to apply necessary condition analysis (NCA) in PLS-PM.

This book will appeal to researchers interested in the latest advances in PLS-PM as well as masters and Ph.D. students in a variety of disciplines who use PLS-PM methods. With clear guidelines on selecting and using PLS-PM, especially those related to composite models, readers will be brought up to date on recent debates in the field.

Produkt-Details

• Erscheint lt. Verlag: 14.11.2023
• Zusatzinfo: XXXVI, 472 p. 90 illus., 28 illus. in color.
• Sprache: englisch
• Themenwelt: Mathematik / Informatik ► Informatik
• Themenwelt: Mathematik / Informatik ► Mathematik ► Statistik
• Themenwelt: Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik
• Themenwelt: Wirtschaft
• Schlagworte: Applications of PLS-PM • Applications of PLS-SEM • Composite-based Path Modeling • Importance-Performance Map Analysis • multivariate analysis • Necessary condition analysis • Non-parametric Inference • Partial Least Squares • partial least squares path modeling • Partial Least Squares Structural Equation Modeling • PLS • PLS-PM • PLS-SEM • PLS Software • predictive path modeling • Structural Equation Modeling
• ISBN-10: 3-031-37772-9 / 3031377729
• ISBN-13: 978-3-031-37772-3 / 9783031377723