Stochastic Hydrology Video Lectures

Stochastic Hydrology
'Stochastic Hydrology' Video Lectures by Prof. P.P. Mujumdar from IISc Bangalore
"Stochastic Hydrology" - Video Lectures
1. Introduction
2. Bivariate Distributions
3. Independence ; Functions of Random Variables
4. Moments of a Distribution
5. Normal Distribution
6. Other Continuous Distributions
7. Parameter Estimation
8. Covariance and Correlation
9. Data Generation
10. Time Series Analysis(1)
11. Time Series Analysis(2)
12. Time Series Analysis(3)
13. Frequency Domain Analysis(1)
14. Frequency Domain Analysis(2) and ARIMA Models(1)
15. ARIMA Models(2)
16. ARIMA Models(3)
17. ARIMA Models(4)
18. Case Studies(1)
19. Case Studies(2)
20. Case Studies(3)
21. Case Studies(4)
22. Markov Chains(1)
23. Markov Chains(2)
24. Frequency Analysis(1)
25. Frequency Analysis(2)
26. Frequency Analysis(3) and Probability Plotting(1)
27. Probability Plotting(2)
28. Goodness of Fit
29. IDF Relationships
30. Multiple Linear Regression
31. Principal Component Analysis
32. Regression on Principal Components
33. Multivariate Stochastic Models(1)
34. Multivariate Stochastic Models(2)
35. Multivariate Stochastic Models(3)
36. Data Consistency Checks(1)
37. Data Consistency Checks(2)
38. Data Consistency Checks(3)
39. Recent Applications: Climate Change Impact Assessment
40. Summary of the Course
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