'Principal Component Analysis' Video Lecture

Principal Component Analysis

  • Course: Stochastic Hydrology
  • Discipline: Civil Engineering
  • Faculty: Prof. P.P. Mujumdar
  • Institute: IISc Bangalore

    • Principal Component Analysis - Click on the Video Link shown below to play the video on Youtube. Browse through Stochastic Hydrology (Civil Engineering) Video Lectures by Prof. P.P. Mujumdar from IISc Bangalore through NPTEL.

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    Course Video Lectures Introduction Bivariate Distributions Independence ; Functions of Random Variables Moments of a Distribution Normal Distribution Other Continuous Distributions Parameter Estimation Covariance and Correlation Data Generation Time Series Analysis(1) Time Series Analysis(2) Time Series Analysis(3) Frequency Domain Analysis(1) Frequency Domain Analysis(2) and ARIMA Models.. ARIMA Models(2) ARIMA Models(3) ARIMA Models(4) Case Studies(1) Case Studies(2) Case Studies(3) Case Studies(4) Markov Chains(1) Markov Chains(2) Frequency Analysis(1) Frequency Analysis(2) Frequency Analysis(3) and Probability Plottin.. Probability Plotting(2) Goodness of Fit IDF Relationships Multiple Linear Regression Principal Component Analysis Regression on Principal Components Multivariate Stochastic Models(1) Multivariate Stochastic Models(2) Multivariate Stochastic Models(3) Data Consistency Checks(1) Data Consistency Checks(2) Data Consistency Checks(3) Recent Applications: Climate Change Impact As.. Summary of the Course
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