# Applied Multivariate Statistical Modeling

- Institution: IIT Kharagpur
- Department: Management
- Teacher: Dr J Maiti
- Level: Undergraduate
- Language: English
- Subjects: Business and management
- Source: [NPTEL](https://nptel.ac.in/courses/110105060)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/110105060)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Introduction to multivariate statistical modeling](https://invisiblenetwork.ai/learn/nptel/110105060/e3f24b9e2683) (Video)
2. [Introduction to multivariate statistical modeling (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/34c5ca7a11f9) (Video)
3. [Univariate descriptive statistics](https://invisiblenetwork.ai/learn/nptel/110105060/2e6d084ec1ca) (Video)
4. [Sampling distribution](https://invisiblenetwork.ai/learn/nptel/110105060/cb5fc90ded19) (Video)
5. [Estimation](https://invisiblenetwork.ai/learn/nptel/110105060/a0088df63aa4) (Video)
6. [Estimation (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/9407e39d58aa) (Video)
7. [Hypothesis testing](https://invisiblenetwork.ai/learn/nptel/110105060/bd0887b42c39) (Video)
8. [Multivariate descriptive statistics](https://invisiblenetwork.ai/learn/nptel/110105060/9d3b8219faca) (Video)
9. [Multivariate descriptive statistics (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/9b49180cba55) (Video)
10. [Multivariate normal distribution](https://invisiblenetwork.ai/learn/nptel/110105060/090515f1243e) (Video)
11. [Multivariate normal distribution (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/181e4398371f) (Video)
12. [Multivariate Inferential Statistics](https://invisiblenetwork.ai/learn/nptel/110105060/bf2974607c56) (Video)
13. [Multivariate Inferential Statistics (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/41f0cb63274b) (Video)
14. [ANOVA (Analysis of Varianace)](https://invisiblenetwork.ai/learn/nptel/110105060/9e53d4f55b3e) (Video)
15. [Analysis of Variance (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/a87e90f96a99) (Video)
16. [Multivariate Analysis of Variance (MANOVA)](https://invisiblenetwork.ai/learn/nptel/110105060/7d0882d0c0fc) (Video)
17. [MANOVA (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/4e3d59ad2abb) (Video)
18. [Tutorial : ANOVA](https://invisiblenetwork.ai/learn/nptel/110105060/51e4f566ab42) (Video)
19. [Tutorial ANOVA (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/98dcb5bceb3a) (Video)
20. [MANOVA : Case Study](https://invisiblenetwork.ai/learn/nptel/110105060/d842f189cfb5) (Video)
21. [Multiple Regression : Introduction](https://invisiblenetwork.ai/learn/nptel/110105060/cda1b169ad19) (Video)
22. [MLR : Sampling distribution of regression coefficients](https://invisiblenetwork.ai/learn/nptel/110105060/3e83ef20fa7f) (Video)
23. [MLR : Model adequacy tests](https://invisiblenetwork.ai/learn/nptel/110105060/4ee9afdf6243) (Video)
24. [MLR : Test of assumptions](https://invisiblenetwork.ai/learn/nptel/110105060/b0251fd2ddfc) (Video)
25. [MLR : Model diagnostics](https://invisiblenetwork.ai/learn/nptel/110105060/f67e72f9c6f3) (Video)
26. [MLR : Case Study](https://invisiblenetwork.ai/learn/nptel/110105060/4e61e98b083e) (Video)
27. [Multivariate Linear Regression](https://invisiblenetwork.ai/learn/nptel/110105060/2691795e15f5) (Video)
28. [Multivariate Linear Regression :Estimation](https://invisiblenetwork.ai/learn/nptel/110105060/582f928dc9f9) (Video)
29. [Multivariate Linear Regression : Model Adequacy tests](https://invisiblenetwork.ai/learn/nptel/110105060/cbcebfbc0ddc) (Video)
30. [Principal Component Analysis (PCA)](https://invisiblenetwork.ai/learn/nptel/110105060/533602792a18) (Video)
31. [PCA : Model Adequacy & Interpretation](https://invisiblenetwork.ai/learn/nptel/110105060/4bbfcea0a4f7) (Video)
32. [Regression Modeling using SPSS](https://invisiblenetwork.ai/learn/nptel/110105060/4de6dd807fc3) (Video)
33. [Factor Analysis](https://invisiblenetwork.ai/learn/nptel/110105060/18b2c3e7cb86) (Video)
34. [Factor Analysis : Estimation & Model Adequacy testing](https://invisiblenetwork.ai/learn/nptel/110105060/e851e2bc6ba0) (Video)
35. [Factor Analysis : Model Adequacy, rotation, factor scores and case study](https://invisiblenetwork.ai/learn/nptel/110105060/651f2be605b0) (Video)
36. [Cluster Analysis](https://invisiblenetwork.ai/learn/nptel/110105060/d4743c6a7bcf) (Video)
37. [Cluster Analysis (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/f55c6be78d31) (Video)
38. [Introduction to Structural Equation Modeling (SEM)](https://invisiblenetwork.ai/learn/nptel/110105060/1ec3699a25b8) (Video)
39. [SEM - Measurement Model](https://invisiblenetwork.ai/learn/nptel/110105060/fa1fad18c80e) (Video)
40. [SEM - Structural Model](https://invisiblenetwork.ai/learn/nptel/110105060/f2df4c610a0c) (Video)
41. [Correspondence Analysis](https://invisiblenetwork.ai/learn/nptel/110105060/f0ece97641c7) (Video)
42. [Correspondence Analysis (Contd.)](https://invisiblenetwork.ai/learn/nptel/110105060/91cdaca21f0d) (Video)