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NPTEL

Linear Regression Analysis and Forecasting

NPTEL and Indian Institute of Technology Kanpur via YouTube

Syllabus

Basic Fundamental Concepts Of Modelling..
Regression Model-A Statistical Tool.
Simple Linear Regression Analysis.
Estimation Of Parameters In Simple Linear Regression Model.
Estimation Of Parameters In Simple Linear Regression Model (continued) Some Nice Properties.
Estimation Of Parameters In Simple Linear Regression Model (continued).
Maximum Likelihood Estimation of Parameters in Simple Linear Regression Model.
Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model.
Testing of Hypotheis and Confidence Interval Estimation in Simple Linear Regression Model(Contd).
Software Implementation in Simple Linear Regression Model using MINITAB.
Multiple Linear Regression Model.
Estimation of Model Parameters in Multiple Linear Regression Model.
Estimation of Model Parameters in Multiple Linear Regression Model (continued).
Standardized Regression Coefficients and Testing of Hypothesis.
Testing of Hypothesis (continued) and Goodness of Fit of the Model.
Diagnostics in Multiple Linear Regression Model.
Diagnostics in Multiple Linear Regression Model (continued).
Diagnostics in Multiple Linear Regression Model (continued).
Software Implementation of Multiple Linear Regression Model using MINITAB.
Software Implementation of Multiple Linear Regression Model using MINITAB (continued).
Forecasting in Multiple Linear Regression Model.
Within Sample Forecasting.
Outside Sample Forecasting.
Software Implementation of Forecasting using MINITAB..

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Linear Regression Analysis and Forecasting

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