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Title: Regression Analysis
Department: Mathematics
Author: Dr. Soumen Maity
University: IIT Kharagpur
Type: WebLink
Abstract: COURSE OUTLINE

Simple linear regression, multiple linear regression, model adequacy checking, transformations and weighting to correct model inadequacies, diagnostics for leverage and influence. Polynomial regression models, orthogonal polynomials. dummy variables, variable selection and model building, multicollinearity. Nonlinear regression. Generalized linear models, autocorrelation, measurement errors, calibration problem, bootstrapping.
 
   
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