Soumen Maity: Regression Analysis (IIT Kharagpur)

# playlist of the 40 videos (click the up-left corner of the video)

source: nptelhrd     2015年3月6日
Mathematics - Regression Analysis by Dr. Soumen Maity, Department of Mathematics, IIT Kharagpur. For more details on NPTEL visit http://nptel.ac.in

Mod-01 Lec-01 Simple Linear Regression 55:21
Mod-01 Lec-02 Simple Linear Regression (Contd.) 56:34
Mod-01 Lec-03 Simple Linear Regression (Contd. ) 56:27
Mod-01 Lec-04 Simple Linear Regression ( Contd.) 55:42
Mod-01 Lec-05 Simple Linear Regression ( Contd. ) 55:06
Mod-02 Lec-06 Multiple Linear Regression 56:03
Mod-02 Lec-07 Multiple Linear Regression (Contd.) 55:37
Mod-02 Lec-08 Multiple Linear Regression (Contd. ) 55:50
Mod-02 Lec-09 Multiple Linear Regression ( Contd.) 53:39
Mod-03 Lec-10 Selecting the BEST Regression Model 55:22
Mod-03 Lec-11 Selecting the BEST Regression Model (Contd.) 56:42
Mod-03 Lec-12 Selecting the BEST Regression Model (Contd. ) 53:01
Mod-03 Lec-13 Selecting the BEST Regression Model ( Contd.) 57:10
Mod-04 Lec-14 Multicollinearity 56:48
Mod-04 Lec-15 Multicollinearity (Contd.) 56:46
Mod-04 Lec-16 Multicollinearity ( Contd.) 51:09
Mod-05 Lec-17 Model Adequacy Checking  56:13
Mod-05 Lec-18 Model Adequacy Checking (Contd.) 50:39
Mod-05 Lec-19 Model Adequacy Checking ( Contd.) 56:15
Mod-06 Lec-20 Test for Influential Observations 55:22
Mod-07 Lec-21 Transformation and Weighting to correct model inadequacies 54:14
Mod-07 Lec-22 Transformation and Weighting to correct model inadequacies (Contd.) 54:06
Mod-07 Lec-23 Transformation and Weighting to correct model inadequacies ( Contd.) 55:54
Mod-08 Lec-24 Dummy Variables 57:44
Mod-08 Lec-25 Dummy Variables (Contd.) 51:29
Mod-08 Lec-26 Dummy Variables (Contd. ) 56:41
Mod-09 Lec-27 Polynomial Regression Models 56:18
Mod-09 Lec-28 Polynomial Regression Models (Contd.) 55:07
Mod-09 Lec-29 Polynomial Regression Models (Contd. ) 57:12
Mod-10 Lec-30 Generalized Linear Models 57:04
Mod-10 Lec-31 Generalized Linear Models (Contd.) 55:40
Mod-11 Lec-32 Non-Linear Estimation 52:37
Mod-12 Lec-33 Regression Models with Autocorrelated Errors 55:54
Mod-12 Lec-34 Regression Models with Autocorrelated Errors (Contd.) 52:54
Mod-13 Lec-35 Measurement Errors and Calibration Problem 55:28
Mod-14 Lec-36 Tutorial - I 58:45
Mod-15 Lec-37 Tutorial - II 52:22
Mod-16 Lec-38 Tutorial - III 53:45
Mod-17 Lec-39 Tutorial - IV 53:10
Mod-18 Lec-40 Tutorial - V 54:51