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Mathematics
Linear Regression Analysis (Web)
Syllabus
Co-ordinated by :
IIT Kanpur
Available from :
2013-08-05
Lec :
1
Modules / Lectures
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Introduction
Lecture1
Simple linear regression analysis
Lecture2
Lecture3
Lecture4
Lecture5
Lecture6
Lecture7
Multiple linear regression analysis
Lecture8
Lecture9
Lecture10
Lecture11
Lecture12
Lecture13
Lecture14
Model adequacy checking
Lecture15
Lecture16
Lecture17
Lecture18
Lecture19
Correcting model inadequacies through transformation and weighting
Lecture20
Lecture21
Lecture22
Tests for leverage and influential points
Lecture23
Lecture24
Generalized and weighted least squares estimation
Lecture25
Indicator variables
Lecture26
Lecture27
Multicollinearity
Lecture28
Lecture29
Lecture30
Lecture31
Hetrokedasticity
Lecture32
Autocorrelation
Lecture33
Lecture34
Polynomial regression models
Lecture35
Lecture36
Variable selection and model building
Lecture37
Lecture38
Lecture39
Logistic and Poisson regression models
Lecture40
Lecture41
Generalized linear model
Lecture42
Lecture43
Exercises
Lecture44
Bibliography
Bibliography-RegressionAnalysis
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