Regression and Mediation Analysis Using Mplus
Title | Regression and Mediation Analysis Using Mplus PDF eBook |
Author | Bengt O. Muthen |
Publisher | |
Total Pages | 535 |
Release | 2016-07-06 |
Genre | |
ISBN | 9780982998311 |
Introduction to Mediation, Moderation, and Conditional Process Analysis, Second Edition
Title | Introduction to Mediation, Moderation, and Conditional Process Analysis, Second Edition PDF eBook |
Author | Andrew F. Hayes |
Publisher | Guilford Publications |
Total Pages | 714 |
Release | 2017-10-30 |
Genre | Social Science |
ISBN | 146253466X |
This book has been replaced by Introduction to Mediation, Moderation, and Conditional Process Analysis, Third Edition, ISBN 978-1-4625-4903-0.
Introduction to Statistical Mediation Analysis
Title | Introduction to Statistical Mediation Analysis PDF eBook |
Author | David MacKinnon |
Publisher | Routledge |
Total Pages | 488 |
Release | 2012-10-02 |
Genre | Medical |
ISBN | 1136676139 |
This volume introduces the statistical, methodological, and conceptual aspects of mediation analysis. Applications from health, social, and developmental psychology, sociology, communication, exercise science, and epidemiology are emphasized throughout. Single-mediator, multilevel, and longitudinal models are reviewed. The author's goal is to help the reader apply mediation analysis to their own data and understand its limitations. Each chapter features an overview, numerous worked examples, a summary, and exercises (with answers to the odd numbered questions). The accompanying CD contains outputs described in the book from SAS, SPSS, LISREL, EQS, MPLUS, and CALIS, and a program to simulate the model. The notation used is consistent with existing literature on mediation in psychology. The book opens with a review of the types of research questions the mediation model addresses. Part II describes the estimation of mediation effects including assumptions, statistical tests, and the construction of confidence limits. Advanced models including mediation in path analysis, longitudinal models, multilevel data, categorical variables, and mediation in the context of moderation are then described. The book closes with a discussion of the limits of mediation analysis, additional approaches to identifying mediating variables, and future directions. Introduction to Statistical Mediation Analysis is intended for researchers and advanced students in health, social, clinical, and developmental psychology as well as communication, public health, nursing, epidemiology, and sociology. Some exposure to a graduate level research methods or statistics course is assumed. The overview of mediation analysis and the guidelines for conducting a mediation analysis will be appreciated by all readers.
Structural Equation Modeling with Mplus
Title | Structural Equation Modeling with Mplus PDF eBook |
Author | Barbara M. Byrne |
Publisher | Routledge |
Total Pages | 431 |
Release | 2013-06-17 |
Genre | Psychology |
ISBN | 1136663460 |
Modeled after Barbara Byrne’s other best-selling structural equation modeling (SEM) books, this practical guide reviews the basic concepts and applications of SEM using Mplus Versions 5 & 6. The author reviews SEM applications based on actual data taken from her own research. Using non-mathematical language, it is written for the novice SEM user. With each application chapter, the author "walks" the reader through all steps involved in testing the SEM model including: an explanation of the issues addressed illustrated and annotated testing of the hypothesized and post hoc models explanation and interpretation of all Mplus input and output files important caveats pertinent to the SEM application under study a description of the data and reference upon which the model was based the corresponding data and syntax files available under "Supplementary Material" below The first two chapters introduce the fundamental concepts of SEM and important basics of the Mplus program. The remaining chapters focus on SEM applications and include a variety of SEM models presented within the context of three sections: Single-group analyses, Multiple-group analyses, and other important topics, the latter of which includes the multitrait-multimethod, latent growth curve, and multilevel models. Intended for researchers, practitioners, and students who use SEM and Mplus, this book is an ideal resource for graduate level courses on SEM taught in psychology, education, business, and other social and health sciences and/or as a supplement for courses on applied statistics, multivariate statistics, intermediate or advanced statistics, and/or research design. Appropriate for those with limited exposure to SEM or Mplus, a prerequisite of basic statistics through regression analysis is recommended.
Doing Statistical Mediation and Moderation
Title | Doing Statistical Mediation and Moderation PDF eBook |
Author | Paul E. Jose |
Publisher | Guilford Press |
Total Pages | 336 |
Release | 2013-02-25 |
Genre | Psychology |
ISBN | 1462508235 |
Written in a friendly, conversational style, this book offers a hands-on approach to statistical mediation and moderation for both beginning researchers and those familiar with modeling. Starting with a gentle review of regression-based analysis, Paul Jose covers basic mediation and moderation techniques before moving on to advanced topics in multilevel modeling, structural equation modeling, and hybrid combinations, such as moderated mediation. User-friendly features include numerous graphs and carefully worked-through examples; "Helpful Suggestions" about procedures and pitfalls; "Knowledge Boxes" delving into special topics, such as dummy coding; and end-of-chapter exercises and problems (with answers). The companion website (www.guilford.com/jose-materials) provides downloadable data and syntax files for the book's examples and exercises, as well as links to Jose's online programs, MedGraph and ModGraph. Appendices present SPSS, Amos, and Mplus syntax for conducting the key types of analyses.
Data Analysis with Mplus
Title | Data Analysis with Mplus PDF eBook |
Author | Christian Geiser |
Publisher | Guilford Press |
Total Pages | 320 |
Release | 2012-11-12 |
Genre | Psychology |
ISBN | 1462507824 |
A practical introduction to using Mplus for the analysis of multivariate data, this volume provides step-by-step guidance, complete with real data examples, numerous screen shots, and output excerpts. The author shows how to prepare a data set for import in Mplus using SPSS. He explains how to specify different types of models in Mplus syntax and address typical caveats--for example, assessing measurement invariance in longitudinal SEMs. Coverage includes path and factor analytic models as well as mediational, longitudinal, multilevel, and latent class models. Specific programming tips and solution strategies are presented in boxes in each chapter. The companion website (http://crmda.ku.edu/guilford/geiser) features data sets, annotated syntax files, and output for all of the examples. Of special utility to instructors and students, many of the examples can be run with the free demo version of Mplus.
Mplus Version 8 User's Guide
Title | Mplus Version 8 User's Guide PDF eBook |
Author | Linda K. Muthen |
Publisher | |
Total Pages | |
Release | 2017-04-10 |
Genre | |
ISBN | 9780982998328 |