Applied Multivariate Statistical Modeling Video Lectures

Applied Multivariate Statistical Modeling
'Applied Multivariate Statistical Modeling' Video Lectures by Dr J Maiti from IIT Kharagpur
"Applied Multivariate Statistical Modeling" - Video Lectures
1. Introduction to multivariate statistical modeling
2. Introduction to multivariate statistical modeling (Contd.)
3. Univariate descriptive statistics
4. Sampling distribution
5. Estimation
6. Estimation (Contd.)
7. Hypothesis testing
8. Multivariate descriptive statistics
9. Multivariate descriptive statistics (Contd.)
10. Multivariate normal distribution
11. Multivariate normal distribution (Contd.)
12. Multivariate Inferential Statistics
13. Multivariate Inferential Statistics (Contd.)
14. ANOVA (Analysis of Varianace)
15. Analysis of Variance (Contd.)
16. Multivariate Analysis of Variance (MANOVA)
17. MANOVA (Contd.)
18. Tutorial – ANOVA
19. Tutorial ANOVA (Contd.)
20. MANOVA – Case Study
21. Multiple Regression – Introduction
22. MLR – Sampling distribution of regression coefficients
23. MLR – Model adequacy tests
24. MLR – Test of assumptions
25. MLR – Model diagnostics
26. MLR – Case Study
27. Multivariate Linear Regression
28. Multivariate Linear Regression – Estimation
29. Multivariate Linear Regression – Model Adequacy tests
30. Principal Component Analysis (PCA)
31. PCA – Model Adequacy & Interpretation
32. Regression Modeling using SPSS
33. Factor Analysis
34. Factor Analysis – Estimation & Model Adequacy testing
35. Factor Analysis – Model Adequacy, rotation, factor scores & case study
36. Cluster Analysis
37. Cluster Analysis (Contd.)
38. Introduction to Structural Equation Modeling (SEM)
39. SEM - Measurement Model
40. SEM - Structural Model
41. Correspondence Analysis
42. Correspondence Analysis (Contd.)
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