Prerequisites: STAT 170A or equivalent, graduate standing; or consent of instructor
Description: Topics include Linear Regression Models, Correlations, Fitting and Prediction, Diagnostics, Transformations, Collinearity, and Influential Observations, Model Selection, Subset Selection, Bayesian Model Selection, Regularization, Shrinkage Methods, Nonparametric and Semi-parametric Regressions.