Regression Analysis: Theory and Applications

Fall 2025

Schedule

Week	Date	Topic	Prepare	Notes	Assignment	Project
1	Tue Aug 26	welcome		💻
	Wed Aug 27	lab: hello git and R		💻	lab 0
	Thu Aug 28	correlation	📖	🗒
2	Tue Sep 02	simple linear regression		🗒
	Wed Sep 03	lab: computing and linear algebra review			lab 1
	Thu Sep 04	model assessment	📖	🗒
3	Tue Sep 09	matrix representation	📖	🗒 📝	hw 1
	Wed Sep 10	lab: linear regression			lab 2
	Thu Sep 11	multiple linear regression		🗒 📝
4	Tue Sep 16	intro to inference	📖	🗒
	Wed Sep 17	lab: multiple linear regression			lab 3
	Thu Sep 18	inference continued		🗒	hw 2
5	Tue Sep 23	the normal assumption		🗒
	Wed Sep 24	lab: project workday			project 1
	Thu Sep 25	hypothesis tests		🗒
6	Tue Sep 30	confidence intervals		🗒📝		research topics due
	Wed Oct 01	lab: interaction effects and exam practice		💻	lab 4
	Thu Oct 02	exam review
7	Tue Oct 07	exam 1
	Wed Oct 08	NO LAB (exam)
	Thu Oct 09	checking assumptions		📝
8	Tue Oct 14	NO CLASS
	Wed Oct 15	lab: project workday				project proposal due
	Thu Oct 16	multicollinearity		🗒
9	Tue Oct 21	likelihoods		📝 R
	Wed Oct 22	lab: variable transformations and interpretation			lab 5
	Thu Oct 23	model selection (AIC)		🗒
10	Tue Oct 28	ridge regression		🗒	hw 3
	Wed Oct 29	lab: project workday
	Thu Oct 30	generalized least squares (GLS)		📝
11	Tue Nov 04	GLS example		🗒📝		EDA due
	Wed Nov 05	lab: MLE			lab 6
	Thu Nov 06	intro to logistic reg.		🗒
12	Tue Nov 11	logistic reg. prediction		🗒	hw 4
	Wed Nov 12	lab: project presentations				presentation
	Thu Nov 13	logistic reg. model selection		🗒📝
13	Tue Nov 18	logistic ridge example		🗒		draft report due
	Wed Nov 19	lab: peer review				peer review
	Thu Nov 20	ethics		🗒
14	Tue Nov 25	logistic reg reliability		🗒📝
	Wed Nov 26	NO CLASS
	Thu Nov 27	NO CLASS
15	Tue Dec 02	exam review
	Wed Dec 03	lab: review			lab 7
	Thu Dec 04	exam 2
Final day	Fri Dec 12	project due				final report & repo due