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Principles and Practice of Structural Equation Modeling, Fifth Edition de Rex B Kline

Principles and Practice of Structural Equation Modeling, Fifth Edition: Methodology in the Social Sciences

Autor Rex B Kline
en Limba Engleză Hardback – 14 iun 2023

Evoluția metodologiei în științele sociale a condus la o diversificare fără precedent a tehnicilor de modelare, transformând analiza datelor dintr-un proces liniar într-un ecosistem complex de abordări concurente. Principles and Practice of Structural Equation Modeling, Fifth Edition reflectă această maturizare a domeniului, fiind prima ediție care integrează complet cele trei perspective fundamentale: modelarea bazată pe covarianță, SEM nonparametric (bazat pe modelul structural cauzal al lui Pearl) și SEM compozit (cunoscut și sub numele de partial least squares path modeling). Subliniem faptul că lucrarea nu se limitează la prezentarea teoretică, ci se adaptează cerințelor actuale de cercetare prin includerea noilor standarde de raportare și a tehnicilor pentru gestionarea eșantioanelor mici.

Notăm cu interes structura pedagogică riguroasă, organizată pentru a ghida cititorul de la concepte de bază la aplicații avansate. Lucrarea extinde cadrul propus de A Beginner's Guide to Structural Equation Modeling de Randall E. Schumacker prin adăugarea unor secțiuni detaliate despre variabilele instrumentale și metodele de tratare a datelor lipsă, oferind o perspectivă mai tehnică asupra erorilor de măsurare. În timp ce alte manuale se concentrează pe un singur software, Rex B Kline pune accent pe instrumente open-source, în special pe pachetul R lavaan, facilitând astfel accesul cercetătorilor la analize complexe fără costuri de licențiere.

Progresia capitolelor, susținută de noi autotestări pentru regresie și psihometrie, asigură o înțelegere profundă a fazelor SEM: specificație, estimare și evaluare. Spre deosebire de abordările strict bayesiene regăsite în Bayesian Structural Equation Modeling de Sarah Depaoli, volumul de față rămâne o resursă generalistă esențială, oferind soluții practice pentru problemele tipice întâlnite în seturile de date reale din psihologie și sociologie.

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Specificații

ISBN-13: 9781462552009
ISBN-10: 1462552005
Pagini: 494
Dimensiuni: 197 x 244 x 34 mm
Greutate: 1.07 kg
Ediția:5th edition
Editura: Guilford Publications
Colecția Guilford Press
Seria Methodology in the Social Sciences

De ce să citești această carte

Această ediție este esențială pentru cercetătorii și studenții care au nevoie de o stăpânire completă a celor trei abordări SEM. Cititorul câștigă nu doar competențe teoretice, ci și abilități practice de utilizare a R lavaan, fiind capabil să evite capcanele metodologice frecvente. Este recomandată celor care doresc să treacă de la statistica descriptivă la modele cauzale robuste, beneficiind de autotestări și resurse online pentru verificarea imediată a cunoștințelor.

Despre autor

Rex B. Kline este un autor și cercetător de renume în domeniul metodologiei cercetării, fiind recunoscut pentru capacitatea sa de a explica concepte statistice complexe într-un limbaj accesibil. Experiența sa academică se concentrează pe psihometrie și modelarea prin ecuații structurale, fiind un promotor al bunelor practici în raportarea datelor științifice. Prin seria 'Methodology in the Social Sciences', Kline a influențat generații de cercetători, oferindu-le instrumentele necesare pentru a naviga între rigoarea matematică și aplicabilitatea practică în științele comportamentale.

Cuprins

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Notă biografică

Rex B. Kline, PhD, is Professor of Psychology at Concordia University in Montréal, Québec, Canada. Since earning a doctorate in clinical psychology, he has conducted research on the psychometric evaluation of cognitive abilities, behavioral and scholastic assessment of children, structural equation modeling, training of researchers, statistics reform in the behavioral sciences, and usability engineering in computer science. Dr. Kline has published a number of chapters, journal articles, and books in these areas.

Recenzii

"In this ambitious work, Kline thoughtfully and patiently presents diverse perspectives, effectively enlarging the world of SEM while maintaining coherence. The fifth edition's breadth and timeliness make it an easy choice as the primary text in a graduate course on SEM, with readability that journal articles often lack. Researchers will appreciate the book as an entry point to a range of literatures within the SEM world. Kline’s embrace of open-source R software for SEM is very welcome, as it makes the book’s computer examples immediately accessible to readers everywhere."--Edward E. Rigdon, PhD, Marketing RoundTable Professor, Robinson College of Business, Georgia State University

"Kline’s fifth edition is thoroughly updated and greatly expanded. I love the emphasis on Open Science, and I am impressed by the variety of new methodological techniques in SEM that Kline has managed to effectively introduce in the fifth edition. I can’t wait to use this text in my SEM class!"--D. Betsy McCoach, PhD, Neag School of Education, University of Connecticut

"A wonderful introductory book that can be used by individuals without extensive quantitative backgrounds. I use this book to teach an introductory SEM course, but I also use it as a personal reference for my research. It is very readable, which is the number-one reason why I assign this text to my students. I love the walk-through examples with references to real data and syntax. I have always liked Kline’s practical recommendations, and they continue to be really helpful for newbies to SEM--my students constantly reference these sections."--Naomi Ekas, PhD, Department of Psychology, Texas Christian University

"One of the primary strengths of Kline’s book is that it is written in plain English, but with sufficient sophistication that the reader is well prepared to read more technical books or articles on advanced topics. Another strength is the helpful remedies and hints, such as the topic box on the causes of nonpositive definite data matrices and solutions. The most practical advantage of Kline’s text is the exercises at the end of each chapter, and the corresponding answers and explanations."--Stephanie Castro, PhD, College of Business, Florida Atlantic University

"The substantially revised fifth edition lives up to the reputation of prior editions and will be a valuable resource to anyone learning SEM. The online primers are very thorough and give students great refreshers on background topics, including exercises with answers. This edition has appropriate balance between the three 'families' of SEM; I appreciate the detailed descriptions of Pearl’s structural causal model."--Jam Khojasteh, PhD, College of Education and Human Services, Oklahoma State University-Perfectly addresses the needs of social scientists like me without formal training in mathematical statistics....Can be read by any graduate in psychology or even by keen undergraduates interested in exploring new vistas. Yet it will also constitute a surprisingly good read for experienced researchers in search of some refreshing insights in their favorite techniques....A real tour de force....Succeeds in reconciling comprehensiveness and comprehensibility. (on the second edition)--The Psychologist, 1/1/2006ƒƒThe greatest strength of this book is Kline's ability to present materials in an engaging, accessible manner. In nearly all situations, Kline is able to describe even the more complex material in practical, (relatively) jargon-free terms....In this regard, this book is unparalleled, and I suspect that this strength alone will make this the book of choice for many who are eager to learn SEM but who do not possess extensive quantitative backgrounds....This book could be readily adapted to courses for students with a basic understanding of correlation and regression or as part of a course for more advanced students. (on the second edition)--PsycCRITIQUES, 6/29/2005ƒƒThis wonderfully written book is an impressive introduction to structural equation models (SEM) containing a sharp mix of expert analysis and observations....Contains important resources for both theoretical and applied researchers interested in SEM....Appropriate as a text for graduate students and a reference for researchers, providing both audiences with valuable insight into the subject matter. (on the second edition)--Journal of the American Statistical Association, 3/1/2006

Descriere scurtă

Significantly revised, the fifth edition of the most complete, accessible text now covers all three approaches to structural equation modeling (SEM)--covariance-based SEM, nonparametric SEM (Pearl’s structural causal model), and composite SEM (partial least squares path modeling). With increased emphasis on freely available software tools such as the R lavaan package, the text uses data examples from multiple disciplines to provide a comprehensive understanding of all phases of SEM--what to know, best practices, and pitfalls to avoid. It includes exercises with answers, rules to remember, topic boxes, and new self-tests on significance testing, regression, and psychometrics. The companion website supplies helpful primers on these topics as well as data, syntax, and output for the book's examples, in files that can be opened with any basic text editor.

New to This Edition
  • Chapters on composite SEM, also called partial least squares path modeling or variance-based SEM; conducting SEM analyses in small samples; and recent developments in mediation analysis.
  • Coverage of new reporting standards for SEM analyses; piecewise SEM, also called confirmatory path analysis; comparing alternative models fitted to the same data; and issues in multiple-group SEM.
  • Extended tutorials on techniques for dealing with missing data in SEM and instrumental variable methods to deal with confounding of target causal effects.
Pedagogical Features
  • New self-tests of knowledge about background topics (significance testing, regression, and psychometrics) with scoring key and online primers.
  • End-of-chapter suggestions for further reading and exercises with answers.
  • Troublesome examples from real data, with guidance for handling typical problems in analyses.
  • Topic boxes on special issues and boxed rules to remember.
  • Website promoting a learn-by-doing approach, including data, extensively annotated syntax, and output files for all the book’s detailed examples.