MATH 566 - Theory of Statistics
Meeting Time:
every Friday 11am-12pm.
Meeting Location:
MATH 602.
Weekly Activities:
Week 1: Get to know R software
R Guide.
Week 2: Try simple commands in
R exercise.
Week 3-4: What is linear regression? A tutorial on univariate linear regression
Mini Course: Linear Regression in R
.
Week 5-6: A
multiple linear regression tutorial.
Week 7: Principal Component Analysis
tutorial
Week 8: Principal Component Analysis
R example
Week 9: Variable Selection
tutorial
,
lasso
Week 10: Real Data Analysis:
LA Ozone Data
,
LA Ozone Data Information
,
NCI Microarray Data
,
NCI Data Information
Week 11: R code:
fit LASSO
R code:
fit PCA
(otpional)