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

Principles and Practice of Structural Equation Modeling, Fourth Edition By Rex B Kline

Principles and Practice of Structural Equation Modeling, Fourth Edition by Rex B Kline


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Summary

Emphasizing concepts and rationale over mathematical minutiae, this is the most widely used, complete, and accessible structural equation modeling (SEM) text.

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Principles and Practice of Structural Equation Modeling, Fourth Edition Summary

Principles and Practice of Structural Equation Modeling, Fourth Edition: Fourth Edition by Rex B Kline

*The top-selling SEM text, extensively revised: 45% new material includes the first primer-level introduction to Pearl's structural causal modeling (SCM), plus several other new chapters.
*Students love Kline's writing and his use of real-world examples and just enough math.
*Learn-by-doing approach, complete with everything needed to run the examples on six SEM software tools, including Mplus, Stata, and R (lavaan).
*User-friendly features: real data examples from a variety of disciplines, exercises with answers, rule tips, and topic boxes.
*Online resources: comprehensive website provides data, syntax, and output files for all detailed examples in the book.

Principles and Practice of Structural Equation Modeling, Fourth Edition Reviews

. -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, 04/06/2015ffThe 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, 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, 04/06/2015ffThis 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 SEMs...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, 04/06/2015

About Rex B Kline

Rex B. Kline, PhD, is Professor of Psychology at Concordia University in Montreal. 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 books, chapters, and journal articles in these areas. His website is http://tinyurl.com/rexkline.

Table of Contents

I . C o n c e p t s a n d T o o l s 1 . C o m i n g o f A g e P r e p a r i n g t o L e a r n S E M D e f i n i t i o n o f S E M I m p o r t a n c e o f T h e o r y A P r i o r i , b u t N o t E x c l u s i v e l y C o n f i r m a t o r y P r o b a b i l i s t i c C a u s a t i o n O b s e r v e d V a r i a b l e s a n d L a t e n t V a r i a b l e s D a t a A n a l y z e d i n S E M S E M R e q u i r e s L a r g e S a m p l e s L e s s E m p h a s i s o n S i g n i f i c a n c e T e s t i n g S E M a n d O t h e r S t a t i s t i c a l T e c h n i q u e s S E M a n d O t h e r C a u s a l I n f e r e n c e F r a m e w o r k s M y t h s a b o u t S E M W i d e s p r e a d E n t h u s i a s m , b u t w i t h a C a u t i o n a r y T a l e F a m i l y H i s t o r y S u m m a r y L e a r n M o r e 2 . R e g r e s s i o n F u n d a m e n t a l s B i v a r i a t e R e g r e s s i o n M u l t i p l e R e g r e s s i o n L e f t - O u t V a r i a b l e s E r r o r S u p p r e s s i o n P r e d i c t o r S e l e c t i o n a n d E n t r y P a r t i a l a n d P a r t C o r r e l a t i o n O b s e r v e d v e r s u s E s t i m a t e d C o r r e l a t i o n s L o g i s t i c R e g r e s s i o n a n d P r o b i t R e g r e s s i o n S u m m a r y L e a r n M o r e E x e r c i s e s 3 . S i g n i f i c a n c e T e s t i n g a n d B o o t s t r a p p i n g S t a n d a r d E r r o r s C r i t i c a l R a t i o s P o w e r a n d T y p e s o f N u l l H y p o t h e s e s S i g n i f i c a n c e T e s t i n g C o n t r o v e r s y C o n f i d e n c e I n t e r v a l s a n d N o n c e n t r a l T e s t D i s t r i b u t i o n s B o o t s t r a p p i n g S u m m a r y L e a r n M o r e E x e r c i s e s 4 . D a t a P r e p a r a t i o n a n d P s y c h o m e t r i c s R e v i e w F o r m s o f I n p u t D a t a P o s i t i v e D e f i n i t e n e s s E x t r e m e C o l l i n e a r i t y O u t l i e r s N o r m a l i t y T r a n s f o r m a t i o n s R e l a t i v e V a r i a n c e s M i s s i n g D a t a S e l e c t i n g G o o d M e a s u r e s a n d R e p o r t i n g a b o u t T h e m S c o r e R e l i a b i l i t y S c o r e V a l i d i t y I t e m R e s p o n s e T h e o r y a n d I t e m C h a r a c t e r i s t i c C u r v e s S u m m a r y L e a r n M o r e E x e r c i s e s 5 . C o m p u t e r T o o l s E a s e o f U s e , N o t S u s p e n s i o n o f J u d g m e n t H u m a n & n d a s h ; C o m p u t e r I n t e r a c t i o n T i p s f o r S E M P r o g r a m m i n g S E M C o m p u t e r T o o l s O t h e r C o m p u t e r R e s o u r c e s f o r S E M C o m p u t e r T o o l s f o r t h e S C M S u m m a r y L e a r n M o r e I I . S p e c i f i c a t i o n a n d I d e n t i f i c a t i o n 6 . S p e c i f i c a t i o n o f O b s e r v e d V a r i a b l e ( P a t h ) M o d e l s S t e p s o f S E M M o d e l D i a g r a m S y m b o l s C a u s a l I n f e r e n c e S p e c i f i c a t i o n C o n c e p t s P a t h A n a l y s i s M o d e l s R e c u r s i v e a n d N o n r e c u r s i v e M o d e l s P a t h M o d e l s f o r L o n g i t u d i n a l D a t a S u m m a r y L e a r n M o r e E x e r c i s e s A p p e n d i x 6 . A . L I S R E L N o t a t i o n f o r P a t h M o d e l s 7 . I d e n t i f i c a t i o n o f O b s e r v e d V a r i a b l e ( P a t h ) M o d e l s G e n e r a l R e q u i r e m e n t s U n i q u e E s t i m a t e s R u l e f o r R e c u r s i v e M o d e l s I d e n t i f i c a t i o n o f N o n r e c u r s i v e M o d e l s M o d e l s w i t h F e e d b a c k L o o p s a n d A l l P o s s i b l e D i s t u r b a n c e C o r r e l a t i o n s G r a p h i c a l R u l e s f o r O t h e r T y p e s o f N o n r e c u r s i v e M o d e l s R e s p e c i f i c a t i o n o f N o n r e c u r s i v e M o d e l s t h a t a r e N o t I d e n t i f i e d A H e a l t h y P e r s p e c t i v e o n I d e n t i f i c a t i o n E m p i r i c a l U n d e r i d e n t i f i c a t i o n M a n a g i n g I d e n t i f i c a t i o n P r o b l e m s P a t h A n a l y s i s R e s e a r c h E x a m p l e S u m m a r y L e a r n M o r e E x e r c i s e s A p p e n d i x 7 . A . E v a l u a t i o n o f t h e R a n k C o n d i t i o n 8 . G r a p h T h e o r y a n d t h e S t r u c t u r a l C a u s a l M o d e l I n t r o d u c t i o n t o G r a p h T h e o r y E l e m e n t a r y D i r e c t e d G r a p h s a n d C o n d i t i o n a l I n d e p e n d e n c e s I m p l i c a t i o n s f o r R e g r e s s i o n A n a l y s i s d - S e p a r a t i o n B a s i s S e t C a u s a l D i r e c t e d G r a p h s T e s t a b l e I m p l i c a t i o n s G r a p h i c a l I d e n t i f i c a t i o n C r i t e r i a I n s t r u m e n t a l V a r i a b l e s C a u s a l M e d i a t i o n S u m m a r y L e a r n M o r e E x e r c i s e s A p p e n d i x 8 . A . L o c a t i n g C o n d i t i o n a l I n d e p e n d e n c e s i n D i r e c t e d C y c l i c G r a p h s A p p e n d i x 8 . B . C o u n t e r f a c t u a l D e f i n i t i o n s o f D i r e c t a n d I n d i r e c t E f f e c t s 9 . S p e c i f i c a t i o n a n d I d e n t i f i c a t i o n o f C o n f i r m a t o r y F a c t o r A n a l y s i s M o d e l s L a t e n t V a r i a b l e s i n C F A F a c t o r A n a l y s i s C h a r a c t e r i s t i c s o f E F A M o d e l s C h a r a c t e r i s t i c s o f C F A M o d e l s O t h e r C F A S p e c i f i c a t i o n I s s u e s I d e n t i f i c a t i o n o f C F A M o d e l s R u l e s f o r S t a n d a r d C F A M o d e l s R u l e s f o r N o n s t a n d a r d C F A M o d e l s E m p i r i c a l U n d e r i d e n t i f i c a t i o n i n C F A C F A R e s e a r c h E x a m p l e A p p e n

Additional information

CIN146252334XG
9781462523344
146252334X
Principles and Practice of Structural Equation Modeling, Fourth Edition: Fourth Edition by Rex B Kline
Used - Good
Paperback
Guilford Publications
20151224
534
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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