This book basically provided my entire foundation for understanding structural equation modeling (SEM). I strongly recommend this one, if you are looking to learn SEM.
Structural Equation Modeling
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A Step-by-Step Approach to Using the SAS System for Factor Analysis and Structural Equation Modeling
This one was recommended by Karen Grace-Martin (@analysis_factor)!
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