Predictive Modeling

(a) Multiple Linear Regression: Concept of Multiple Linear regression, Step wise Regression, Dummy Regression, Case studies in different domains- using R
(b) Logistic regression: Concept of Logistic Regression, odds and probabilities, Log likelihood ratio test, Pseudo R square, ROC plot,
Classification table, Logistic regression & classification problems, Case studies in different domains using R
(c) Linear Discriminant Analysis: Discriminant Function, Linear Discriminant Analysis, Case studies in different domains- using R