# 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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