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Course11110409824 lectures

Linear Regression Analysis and Forecasting

Prof. Shalabh · IIT Kanpur

Start with lecture 1 At NPTEL

Lectures

Unit 1: Basic fundamentals, Simple linear regression analysis

  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

Unit 2: Simple linear regression analysis, Multiple linear regression analysis.

  1. Lecture 07 - Maximum Likelihood Estimation of Parameters in Simple Linear Regression Model Video
  2. Lecture 08 - Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model Video
  3. Lecture 09 - Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model (continued) Video
  4. Lecture 10 - Software Implementation in Simple Linear Regression Model using MINITAB Video
  5. Lecture 11 - Multiple Linear Regression Model Video
  6. Lecture 12 - Estimation of Model Parameters in Multiple Linear Regression Model Video

Unit 3: Multiple linear regression analysis. Diagnostics in multiple linear regression analysis

  1. Lecture 13 - Estimation of Model Parameters in Multiple Linear Regression Model (continued) Video
  2. Lecture 14 - Standardized Regression Coefficients and Testing of Hypothesis Video
  3. Lecture 15 - Testing of Hypothesis (continued) and Goodness of Fit of the Model Video
  4. Lecture 16 - Diagnostics in Multiple Linear Regression Model Video
  5. Lecture 17 - Diagnostics in Multiple Linear Regression Model (continued) Video
  6. Lecture 18 - Diagnostics in Multiple Linear Regression Model (continued) Video

Unit 4: Forecasting in linear regression models

  1. Lecture 19 - Software Implementation of Multiple Linear Regression Model using MINITAB Video
  2. Lecture 20 - Software Implementation of Multiple Linear Regression Model using MINITAB (continued) Video
  3. Lecture 21 - Forecasting in Multiple Linear Regression Model Video
  4. Lecture 22 - Within Sample Forecasting Video
  5. Lecture 23 - Outside Sample Forecasting Video
  6. Lecture 24 - Software Implementation of Forecasting using MINITAB. Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kanpur
Department
Mathematics
Teacher
Prof. Shalabh
Level
Undergraduate
Language
English
Subjects
Mathematics
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
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