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Lecture 1 of 24Unit 1: Basic fundamentals, Simple linear regression analysis

Lecture 01 - Basic Fundamental Concepts Of Modelling.

Prof. Shalabh · IIT Kanpur

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Linear Regression Analysis and Forecasting, IIT Kanpur (at NPTEL)
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All the lectures

  1. Lecture 01 - Basic Fundamental Concepts Of Modelling. Video
  2. Lecture 02 - Regression Model - A Statistical Tool Video
  3. Lecture 03 - Simple Linear Regression Analysis Video
  4. Lecture 04 - Estimation Of Parameters In Simple Linear Regression Model Video
  5. Lecture 05 - Estimation Of Parameters In Simple Linear Regression Model (continued) : Some Nice Properties Video
  6. Lecture 06 - Estimation Of Parameters In Simple Linear Regression Model (continued) Video
  7. Lecture 07 - Maximum Likelihood Estimation of Parameters in Simple Linear Regression Model Video
  8. Lecture 08 - Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model Video
  9. Lecture 09 - Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model (continued) Video
  10. Lecture 10 - Software Implementation in Simple Linear Regression Model using MINITAB Video
  11. Lecture 11 - Multiple Linear Regression Model Video
  12. Lecture 12 - Estimation of Model Parameters in Multiple Linear Regression Model Video
  13. Lecture 13 - Estimation of Model Parameters in Multiple Linear Regression Model (continued) Video
  14. Lecture 14 - Standardized Regression Coefficients and Testing of Hypothesis Video
  15. Lecture 15 - Testing of Hypothesis (continued) and Goodness of Fit of the Model Video
  16. Lecture 16 - Diagnostics in Multiple Linear Regression Model Video
  17. Lecture 17 - Diagnostics in Multiple Linear Regression Model (continued) Video
  18. Lecture 18 - Diagnostics in Multiple Linear Regression Model (continued) Video
  19. Lecture 19 - Software Implementation of Multiple Linear Regression Model using MINITAB Video
  20. Lecture 20 - Software Implementation of Multiple Linear Regression Model using MINITAB (continued) Video
  21. Lecture 21 - Forecasting in Multiple Linear Regression Model Video
  22. Lecture 22 - Within Sample Forecasting Video
  23. Lecture 23 - Outside Sample Forecasting Video
  24. Lecture 24 - Software Implementation of Forecasting using MINITAB. Video