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Course11710508540 lectures

Probability and Random Processes

Prof. Mrityunjoy Chakraborty · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Probability and Random Processes

  1. Introduction to the Theory of Probability Video
  2. Axioms of Probability Video
  3. Axioms of Probability (Contd.) Video
  4. Introduction to Random Variables Video
  5. Probability Distributions and Density Functions Video
  6. Conditional Distribution and Density Functions Video
  7. Function of a Random Variable Video
  8. Function of a Random Variable (Contd.) Video
  9. Mean and Variance of a Random Variable Video
  10. Moments Video
  11. Characteristic Function Video
  12. Two Random Variables Video
  13. Function of Two Random Variables Video
  14. Function of Two Random Variables (Contd.) Video
  15. Correlation Covariance and Related Innver Video
  16. Vector Space of Random Variables Video
  17. Joint Moments Video
  18. Joint Characteristic Functions Video
  19. Joint Conditional Densities Video
  20. Joint Conditional Densities (Contd.) Video
  21. Sequences of Random Variables Video
  22. Sequences of Random Variables (Contd.) Video
  23. Correlation Matrices and their Properties Video
  24. Correlation Matrices and their Properties Video
  25. Conditional Densities of Random Vectors Video
  26. Characteristic Functions and Normality Video
  27. Tchebycheff Inequality and Estimation of an Unknown Parameter Video
  28. Central Limit Theorem Video
  29. Introduction to Stochastic Process Video
  30. Stationary Processes Video
  31. Cyclostationary Processes Video
  32. System with Random Process at Input Video
  33. Ergodic Processes Video
  34. Introduction to Spectral Analysis Video
  35. Spectral Analysis Contd. Video
  36. Spectrum Estimation - Non Parametric Methods Video
  37. Spectrum Estimation - Parametric Methods Video
  38. Autoregressive Modeling and Linear Prediction Video
  39. Linear Mean Square Estimation - Wiener (FIR) Video
  40. Adaptive Filtering - LMS Algorithm Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Electronics & Communication Engineering
Teacher
Prof. Mrityunjoy Chakraborty
Level
Undergraduate
Language
English
Subjects
Engineering, Society and politics
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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