Week - 1 |
Introduction: Organization of data set, Descriptive statistics, Graphical techniques |
Week - 2 |
Multivariate Normal Distribution: Properties, Maximum likelihood estimation |
Week - 3 |
Principal Component Analysis: Dimension reduction |
Week - 4 |
Principal Component Analysis:Steps to be followed |
Week - 5 |
Introduction to Factor Analysis and comparison with Principal Component Analysis |
Week - 6 |
Factor analysis; Factor Rotation and Factor Scores |
Week - 7 |
Factor analysis; Application |
Week - 8 |
Logistic Regression and Classification |
Week - 9 |
Logit model, Binary logistic regression |
Week - 10 |
Sample review |
Week - 11 |
Multiple logistic regression |
Week - 12 |
Sample review |
Week - 13 |
Overall evaluation |
Week - 14 |
Overall evaluation |