A Course in Structural Equation Modeling
29 videos • 601 views • by Kevin S. McCarter, Ph.D.
This podcast presents a course in Structural Equation Modeling
1
Review of Distribution Theory
Kevin S. McCarter, Ph.D.
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2
Univariate and Multivariate Normal Distributions
Kevin S. McCarter, Ph.D.
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3
Distributions of Linear Transformations of Random Variables
Kevin S. McCarter, Ph.D.
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4
Introduction to Structural Equation Modeling
Kevin S. McCarter, Ph.D.
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5
Examples of SEMs - A Path Model
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6
Examples of SEMs - Confirmatory Factor Analysis
Kevin S. McCarter, Ph.D.
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7
Examples of SEMs - Structural Regression Model
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8
Model Identifiability in SEM
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9
Fitting a Structural Equation Model
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10
Path Diagrams for Some Common Types of Statistical Models
Kevin S. McCarter, Ph.D.
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11
Using Chebyshev’s Inequality to Approximate Probabilities Involving a Parameter Estimator
Kevin S. McCarter, Ph.D.
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12
Testing Hypotheses About Structural Equation Models by Comparing Nested Models
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13
Assessing the Fit of a Structural Equation Model
Kevin S. McCarter, Ph.D.
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14
Using the Empirical Rule to Approximate Probabilities Involving a Parameter Estimator
Kevin S. McCarter, Ph.D.
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15
The Extra-Sum-of-Squares Method of Testing Hypotheses in Multiple Regression
Kevin S. McCarter, Ph.D.
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16
Testing Complex Hypotheses for Multiple Regression Using the Extra-Sum-of-Squares Method
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17
Linear Regression's Place in the Stats Ecosystem
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18
Fitting a Confirmatory Factor Analysis Model Using SAS PROC CALIS
Kevin S. McCarter, Ph.D.
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19
Testing Hypotheses About a Confirmatory Factor Analysis Model
Kevin S. McCarter, Ph.D.
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20
Fitting a Path Model Using SAS PROC CALIS
Kevin S. McCarter, Ph.D.
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21
Testing Hypotheses About a Path Model
Kevin S. McCarter, Ph.D.
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22
Fitting a Structural Regression Model Using SAS PROC CALIS
Kevin S. McCarter, Ph.D.
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23
Finding a Better Fitting Initial Structural Regression Model via Residual Analysis
Kevin S. McCarter, Ph.D.
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24
Testing Hypotheses About a Structural Regression Model
Kevin S. McCarter, Ph.D.
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25
Review of One-Way ANOVA
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26
One-Way ANOVA - Example 3.1
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27
One-Way ANOVA Example 3.2
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28
One-Way Random-Effects ANOVA
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29
One-Way Random-Effects ANOVA - Example 3.3
Kevin S. McCarter, Ph.D.
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