Ken Bollen,
Structural Equations with Latent Variables
. A comprehensive introduction to SEM models, including path analysis and CFA


Barbara Byrne,
Structural Equation Modeling with AMOS
A practical guide to structural equation modeling (SEM) using the Amos Graphical approach, 3rd Edition.
If you use AMOS, this is sort of a howto guide, organized to explain the basic ideas in CFASEM models.
Data sets for the book: https://www.routledge.com/StructuralEquationModelingWithAMOSBasicConceptsApplicationsand/Byrne/p/book/9781138797031#datasets 

R. E. Schumacker & R. G. Lomax, A Beginner's Guide to Structural Equation Models . Noted for its crystal clear explanations, this book is considered the most comprehensive introductory text to structural equation modeling (SEM). Provides a 5 step approach to modeling data (specification, identification, estimation, testing, and modification). 
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