| |
| |
| |
| Fundamental Concepts | |
| |
| |
| |
| Introduction | |
| |
| |
| |
| Plan of the Book | |
| |
| |
| |
| Notation | |
| |
| |
| |
| Computer Programs for SEM | |
| |
| |
| |
| Statistical Journeys | |
| |
| |
| |
| Family Values | |
| |
| |
| |
| Extend Latent Variable Families | |
| |
| |
| |
| Family History | |
| |
| |
| |
| Internet Resources | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Basic Statistical Concepts: I. Correlation and Regression | |
| |
| |
| |
| Standardized and Unstandardized Variables | |
| |
| |
| |
| Bivariate Correlation and Regression | |
| |
| |
| |
| Partial Correlation | |
| |
| |
| |
| Multiple Correlation and Regression | |
| |
| |
| |
| Statistical Tests | |
| |
| |
| |
| Bootstrapping | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| Basic Statistical Concepts | |
| |
| |
| |
| Data Preparation and Screening | |
| |
| |
| |
| Data Preparation | |
| |
| |
| |
| Data Screening | |
| |
| |
| |
| Score Reliability and Validity | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| Core SEM Techniques and Software | |
| |
| |
| |
| Steps of SEM | |
| |
| |
| |
| Path Analysis: A Structural Model of Illness Factors | |
| |
| |
| |
| Confirmatory Factor Analysis: A Measurement Model of Arousal | |
| |
| |
| |
| A Structural Regression Model of Family Risk and Child Adjustment | |
| |
| |
| |
| Extensions | |
| |
| |
| |
| SEM Computer Programs | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings II. Core SEM Techniques | |
| |
| |
| |
| Introduction to Path Analysis | |
| |
| |
| |
| Correlation and Causation | |
| |
| |
| |
| Specification of Path Models | |
| |
| |
| |
| Types of Path Models | |
| |
| |
| |
| Principles of Identification | |
| |
| |
| |
| Sample Size | |
| |
| |
| |
| Overview of Estimation Options | |
| |
| |
| |
| Maximum Likelihood Estimation | |
| |
| |
| |
| Other Issues | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| Recommendations for Start Values | |
| |
| |
| |
| Effect Size Interpretation of Standardized Path Coefficients | |
| |
| |
| |
| Details of Path Analysis | |
| |
| |
| |
| Detailed Analysis of a Recursive Model of Illness Factors | |
| |
| |
| |
| Assessing Model Fit | |
| |
| |
| |
| Testing Hierarchical Models | |
| |
| |
| |
| Comparing Nonhierarchical Models | |
| |
| |
| |
| Equivalent Models | |
| |
| |
| |
| Power Analysis | |
| |
| |
| |
| Other Estimation Options | |
| |
| |
| |
| Summary | |
| |
| |
| |
| |
| |
| |
| Statistical Tests for Indirect Effects in Recursive Path Models | |
| |
| |
| |
| Amos Basic Syntax | |
| |
| |
| |
| Estimation of Recursive Path Models with Multiple Regression | |
| |
| |
| |
| Measurement Models and Confirmatory Factor Analysis | |
| |
| |
| |
| Specification of CFA Models | |
| |
| |
| |
| Identification of CFA Models | |
| |
| |
| |
| Naming and Reification Fallacies | |
| |
| |
| |
| Estimation of CFA Models | |
| |
| |
| |
| Testing CFA Models | |
| |
| |
| |
| Equivalent CFA Models | |
| |
| |
| |
| Analyzing Indicators with Non-Normal Distributions | |
| |
| |
| |
| Special Types of CFA Models | |
| |
| |
| |
| Other Issues | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| Recommendations for Start Values | |
| |
| |
| |
| CALIS Syntax | |
| |
| |
| |
| Models with Structural and Measurement Components | |
| |
| |
| |
| Characteristics of SR Models | |
| |
| |
| |
| Analysis of SR Models | |
| |
| |
| |
| Estimation of SR Models | |
| |
| |
| |
| A Detailed Example | |
| |
| |
| |
| Other Issues | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| SEPATH Syntax | |
| |
| |
| |
| Advanced Techniques, Avoiding Mistakes | |
| |
| |
| |
| Nonrecursive Structural Models | |
| |
| |
| |
| Specification of Nonrecursive Models | |
| |
| |
| |
| Identification of Nonrecursive Models | |
| |
| |
| |
| Estimation of Nonrecursive Models | |
| |
| |
| |
| Examples | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| EQS Syntax | |
| |
| |
| |
| Mean Structures and Latent Growth Models | |
| |
| |
| |
| Introduction to Mean Structures | |
| |
| |
| |
| Identification of Mean Structures | |
| |
| |
| |
| Estimation of Mean Structures | |
| |
| |
| |
| Structured Means in Measurement Models | |
| |
| |
| |
| Latent Growth Models | |
| |
| |
| |
| Extensions | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| Mplus Syntax | |
| |
| |
| |
| Multiple-Sample SEM | |
| |
| |
| |
| Rationale of Multiple-Sample SEM | |
| |
| |
| |
| Multiple-Sample Path Analysis | |
| |
| |
| |
| Multiple-Sample CFA | |
| |
| |
| |
| Extensions | |
| |
| |
| |
| MIMIC Models as an Alternative to Multiple-Sample Analysis | |
| |
| |
| |
| Summary | |
| |
| |
| |
| Recommended Readings | |
| |
| |
| |
| Lisrel Simplis Syntax | |
| |
| |
| |
| How to Fool Yourself with SEM | |
| |
| |
| |
| Tripping at t | |