Anticipated Course Schedule

Week Topics Assignments & Exams Assigned Reading
Jan 19 (MLK Day) Motivation, linear algebra review Ch. 1, Appendix A-B
Jan 26 Distribution theory review, multiple regression Ch. 2-3, Appendix C
Feb 2 Gauss-Markov, normal linear model HW#1 due Monday Ch. 4-5
Feb 9 Asymptotic inference, Frisch-Waugh-Lovell Quiz #1 Monday Ch. 6-8
Feb 16 (President’s Day) Cochran’s Theorem, \(R^2\) HW#2 due Monday Ch. 9-10
Feb 23 Leverage, population least squares Quiz #2 Monday Ch. 11-12
Mar 2 Overfitting, model selection HW#3 due Monday Ch. 13
Mar 9 Ridge regression, Midterm review Midterm (Thursday) Ch. 14
Mar 16 LASSO, transformations, interaction HW#4 due Friday Ch. 15-17
Mar 23 Spring Break
Mar 30 Weighted/restricted OLS, logistic regression Ch. 18-20
Apr 6 Categorical and count outcomes HW#5 due Monday, Project Proposal due Friday Ch. 21-22, Appendix D
Apr 13 Generalized linear models Quiz #3 Monday Ch. 23-24
Apr 20 Generalized estimating equations, Quantile regression HW#6 due Monday Ch. 25-26
Apr 27 Survival outcomes, Guest speakers Quiz #4 Monday, HW#7 due Friday Ch. 27
May 4 RRR Week
May 12 Finals Week Final Exam (Monday), Final Project due Wednesday
TipNote on Readings

All assigned readings refer to the provided lecture notes unless otherwise specified.