Mod-07 Lec-31 Principal Component Analysis

Course Lectures

• Mod-01 Lec-01 Introduction

  Prof. P.P. Mujumdar

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• Mod-01 Lec-02 Bivariate Distributions

  Prof. P.P. Mujumdar

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• Mod-01 Lec-03 Independence ; Functions of Random Variables

  Prof. P.P. Mujumdar

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• Mod-01 Lec-04 Moments of a Distribution

  Prof. P.P. Mujumdar

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• Mod-02 Lec-05 Normal Distribution

  Prof. P.P. Mujumdar

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• Mod-02 Lec-06 Other Continuous Distributions

  Prof. P.P. Mujumdar

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• Mod-03 Lec-07 Parameter Estimation

  Prof. P.P. Mujumdar

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• Mod-03 Lec-08 Covariance and Correlation

  Prof. P.P. Mujumdar

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• Mod-03 Lec-09 Data Generation

  Prof. P.P. Mujumdar

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• Mod-04 Lec-10 Time Series Analysis - I

  Prof. P.P. Mujumdar

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• Mod-04 Lec-11 Time Series Analysis - II

  Prof. P.P. Mujumdar

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• Mod-04 Lec-12 Time Series Analysis-III

  Prof. P.P. Mujumdar

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• Mod-04 Lec-13 Frequency Domain Analysis - I

  Prof. P.P. Mujumdar

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• Mod-04 Lec-14 Frequency Domain Analysis - II and ARIMA Models - I

  Prof. P.P. Mujumdar

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• Mod-04 Lec-15 ARIMA Models-II

  Prof. P.P. Mujumdar

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• Mod-04 Lec-16 ARIMA Models - III

  Prof. P.P. Mujumdar

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• Mod-04 Lec-17 ARIMA Models-IV

  Prof. P.P. Mujumdar

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• Mod-04 Lec-18 Case Studies - I

  Prof. P.P. Mujumdar

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• Mod-04 Lec-19 Case Studies - II

  Prof. P.P. Mujumdar

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• Mod-04 Lec-20 Case Studies -III

  Prof. P.P. Mujumdar

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• Mod-04 Lec-21 Case Studies- IV

  Prof. P.P. Mujumdar

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• Mod-05 Lec-22 Markov Chains - I

  Prof. P.P. Mujumdar

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• Mod-05 Lec-23 Markov Chains-II

  Prof. P.P. Mujumdar

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• Mod-06 Lec-24 Frequency Analysis - I

  Prof. P.P. Mujumdar

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• Mod-06 Lec-25 Frequency Analysis-II

  Prof. P.P. Mujumdar

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• Mod-06 Lec-26 Frequency Analysis - III and Probability Plotting - I

  Prof. P.P. Mujumdar

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• Mod-06 Lec-27 Probability Plotting - II

  Prof. P.P. Mujumdar

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• Mod-06 Lec-28 Goodness of Fit

  Prof. P.P. Mujumdar

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• Mod-06 Lec-29 IDF Relationships

  Prof. P.P. Mujumdar

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• Mod-07 Lec-30 Multiple Linear Regression

  Prof. P.P. Mujumdar

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• Mod-07 Lec-31 Principal Component Analysis

  Prof. P.P. Mujumdar

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• Mod-07 Lec-32 Regression on Principal Components

  Prof. P.P. Mujumdar

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• Mod-07 Lec-33 Multivariate Stochastic Models - I

  Prof. P.P. Mujumdar

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• Mod-07 Lec-34 Multivariate Stochastic Models - II

  Prof. P.P. Mujumdar

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• Mod-07 Lec-35 Multivariate Stochastic Models - III

  Prof. P.P. Mujumdar

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• Mod-08 Lec-36 Data Consistency Checks -I

  Prof. P.P. Mujumdar

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• Mod-08 Lec-37 Data Consistency Checks - II

  Prof. P.P. Mujumdar

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• Mod-08 Lec-38 Data Consistency Checks - III

  Prof. P.P. Mujumdar

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• Mod-09 Lec-39 Recent Applications: Climate Change Impact Assessment

  Prof. P.P. Mujumdar

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• Mod-09 Lec-40 Summary of the Course

  Prof. P.P. Mujumdar

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