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Structural Equation Models: From Paths to Networks: Studies in Systems, Decision and Control, cartea 22

Autor J. Christopher Westland
en Limba Engleză Paperback – 17 oct 2016
This compact reference surveys the full range of available structural equation modeling (SEM) methodologies. It reviews applications in a broad range of disciplines, particularly in the social sciences where many key concepts are not directly observable. This is the first book to present SEM’s development in its proper historical context–essential to understanding the application, strengths and weaknesses of each particular method. This book also surveys the emerging path and network approaches that complement and enhance SEM, and that will grow importance in the near future. SEM’s ability to accommodate unobservable theory constructs through latent variables is of significant importance to social scientists. Latent variable theory and application are comprehensively explained and methods are presented for extending their power, including guidelines for data preparation, sample size calculation and the special treatment of Likert scale data. Tables of software, methodologies and fit statistics provide a concise reference for any research program, helping assure that its conclusions are defensible and publishable.
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Specificații

ISBN-13: 9783319386317
ISBN-10: 331938631X
Pagini: 184
Ilustrații: IX, 175 p. 47 illus., 32 illus. in color.
Dimensiuni: 155 x 235 x 12 mm
Ediția:Softcover reprint of the original 1st ed. 2015
Editura: Springer International Publishing
Colecția Springer
Seria Studies in Systems, Decision and Control

Locul publicării:Cham, Switzerland

Cuprins

An Introduction to Structural Equation Models.- A Brief History of Structural Equation Models.- Partial Least Squares Path Analysis.- LISREL and its Progeny.- Systems of Regression Equations.- Data Collection, Control and Sample Size.- Survey and Questionnaire Data.- Research Structure and Paradigms.- From Paths to Networks: The Evolving Science of Networks.

Textul de pe ultima copertă

This compact reference surveys the full range of available structural equation modeling (SEM) methodologies.  It reviews applications in a broad range of disciplines, particularly in the social sciences where many key concepts are not directly observable.  This is the first book to present SEM’s development in its proper historical context–essential to understanding the application, strengths and weaknesses of each particular method.  This book also surveys the emerging path and network approaches that complement and enhance SEM, and that will grow in importance in the near future.  SEM’s ability to accommodate unobservable theory constructs through latent variables is of significant importance to social scientists.  Latent variable theory and application are comprehensively explained, and methods are presented for extending their power, including guidelines for data preparation, sample size calculation, and the special treatment of Likert scale data.  Tables of software, methodologies and fit statistics provide a concise reference for any research program, helping assure that its conclusions are defensible and publishable.

Caracteristici

First book to present SEM development in historical context Surveys new techniques for path analysis along with guidelines for data preparation, sample size calculation and the special treatment of Likert scale data Shows how machine intelligence and social network intelligence are expanding the networks that can be modeled with SEM methods

Notă biografică

J. Christopher Westland is Professor in the Department of Information & Decision Sciences at the University of Illinois – Chicago. He has a BA in Statistics and an MBA in Accounting from Indiana University and received his PhD in Computers and Information Systems from the University of Michigan. He has professional experience in the US as a certified public accountant and as a consultant in technology law in the US, Europe, Latin America and Asia. He has authored numerous academic papers and seven books: Global Electronic Commerce (MIT Press 2000); Global Innovation Management (Palgrave Macmillan 2nd ed 2017); Red Wired: China’s Internet Revolution (Marshall Cavendish, 2010); Structural Equation Modeling (Springer 2015); Financial Dynamics (Wiley 2003); Valuing Technology (Wiley 2002) and Statistical Auditing with R (forthcoming 2018). He is the Editor-in-Chief of Electronic Commerce Research (Springer) and has served on editorialboards of several other information technology journals including Management Science, ISR, ECRA, IJEC, and others. He has served on the faculties at the University of Michigan, University of Southern California, Hong Kong University of Science and Technology, Tsinghua University, University of Science and Technology of China, Harbin Institute of Technology and other academic institutions. In 2012 he received High-Level Foreign Expert status in China under the 1000-Talents Plan and he is  currently Overseas Chair Professor at Beihang University. He has advised on patent, valuation and technology strategy for numerous technology firms.