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Course11110402444 lectures

Applied Multivariate Analysis

Dr. Amit Mitra and Dr. Sharmishtha Mitra · IIT Kanpur

Start with lecture 1 At NPTEL

Lectures

Applied Multivariate Analysis

  1. Prologue Video
  2. Lecture-01 Basic concepts on multivariate distribution. Video
  3. Lecture - 02 Basic concepts on multivariate distribution. Video
  4. Lecture - 03 Multivariate normal distribution. : I Video
  5. Lecture - 04 Multivariate normal distribution. : II Video
  6. Lecture - 05 Multivariate normal distribution. : III Video
  7. Lecture - 06 Some problems on multivariate distributions. : I Video
  8. Lecture - 07 Some problems on multivariate distributions. : II Video
  9. Lecture - 08 Random sampling from multivariate normal distribution and Wishart distribution. : I Video
  10. Lecture - 09 Random multivariate sampling from multivariate normal distribution and Wishart distribution. : II Video
  11. Lecture - 10 Random sampling from multivariate normal distribution and Wishart distribution. : III Video
  12. Lecture - 11 Wishart distribution and its properties. :I Video
  13. Lecture - 12 Wishart distribution and its properties.- II Video
  14. Lecture -13 Hotellings T2 distribution and its applications. Video
  15. Lecture - 14 Hotellings T2 distribution and various confidence intervals and regions. Video
  16. Lecture- 15 Hotellings T2 distribution and Profile analysis. Video
  17. Lecture - 16 Profile analysis.-I Video
  18. Lecture : 17 Profile analysis. :II Video
  19. Lecture - 18 MANOVA.-I Video
  20. Lecture - 19 MANOVA.- II Video
  21. Lecture - 20 MANOVA .- III Video
  22. Lecture -21 MANOVA & Multiple Correlation Coefficient Video
  23. Lecture -22 Multiple Correlation Coefficient Video
  24. Lecture 23 Principal Component Analysis Video
  25. Lecture -24 Principal Component Analysis Video
  26. Lecture -25 Principal Component Analysis Video
  27. Lecture -26 Cluster Analysis Video
  28. Lecture -27 Cluster Analysis Video
  29. Lecture -28 Cluster Analysis Video
  30. Lecture -29 Cluster Analysis Video
  31. Lecture -30 Discriminant Analysis and Classification Video
  32. Lecture -31 Discriminant Analysis and Classification Video
  33. Lecture -32 Discriminant Analysis and Classification Video
  34. Lecture -33 Discriminant Analysis and Classification Video
  35. Lecture -34 Discriminant Analysis and Classification Video
  36. Lecture -35 Discriminant Analysis and Classification Video
  37. Lecture -36 Discriminant Analysis and Classification Video
  38. Lecture -37 Factor_Analysis Video
  39. Lecture 38 Factor_Analysis Video
  40. Lecture -39 Factor_Analysis Video
  41. Lecture -40 Cannonical Correlation Analysis Video
  42. Lecture -41 Cannonical Correlation Analysis Video
  43. Lecture -42 Cannonical Correlation Analysis Video
  44. Lecture -43 Cannonical Correlation Analysis Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kanpur
Department
Mathematics
Taught by
Dr. Amit Mitra, Dr. Sharmishtha Mitra
Level
Undergraduate
Language
English
Subjects
Mathematics
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
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