Multivariate Analysis

  1. Advanced Multivariate Methods
    1. Structural Equation Modeling
      1. SEM Framework
        1. Latent Variables
          1. Measurement Model
            1. Confirmatory Factor Analysis
              1. Factor Loadings
                1. Measurement Error
                2. Structural Model
                  1. Path Analysis
                    1. Direct Effects
                      1. Indirect Effects
                        1. Total Effects
                        2. Model Specification
                          1. Path Diagrams
                            1. Model Identification
                              1. Parameter Constraints
                              2. Model Estimation
                                1. Maximum Likelihood
                                  1. Generalized Least Squares
                                    1. Weighted Least Squares
                                    2. Model Evaluation
                                      1. Fit Indices
                                        1. Chi-Square Test
                                          1. CFI
                                            1. TLI
                                              1. RMSEA
                                                1. SRMR
                                                2. Modification Indices
                                                  1. Residual Analysis
                                                3. Correspondence Analysis
                                                  1. Contingency Table Analysis
                                                    1. Chi-Square Distance
                                                      1. Inertia Concept
                                                        1. Simple Correspondence Analysis
                                                          1. Multiple Correspondence Analysis
                                                            1. Interpretation of Maps
                                                              1. Row Profiles
                                                                1. Column Profiles
                                                                  1. Biplot Interpretation
                                                                2. Survival Analysis in Multivariate Context
                                                                  1. Time-to-Event Data
                                                                    1. Censoring Mechanisms
                                                                      1. Cox Proportional Hazards Model
                                                                        1. Hazard Function
                                                                          1. Partial Likelihood
                                                                            1. Hazard Ratios
                                                                            2. Multivariate Extensions
                                                                              1. Frailty Models
                                                                                1. Competing Risks
                                                                              2. Longitudinal Data Analysis
                                                                                1. Repeated Measures Design
                                                                                  1. Within-Subject Correlation
                                                                                    1. Growth Curve Models
                                                                                      1. Linear Growth Models
                                                                                        1. Nonlinear Growth Models
                                                                                        2. Mixed Effects Models
                                                                                          1. Random Intercepts
                                                                                            1. Random Slopes
                                                                                            2. Multivariate Repeated Measures
                                                                                              1. MANOVA Approach
                                                                                                1. Profile Analysis

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                                                                                            13. Multidimensional Scaling

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                                                                                            1. Introduction to Multivariate Analysis