Statistics 8053
Applied Statistical
Methods 3: Advanced Regression and Multivariate Analysis
Fall 2013
This course is the third semester of the required four
semester applied statistics sequence in the School of
Statistics Ph.D. program. To enroll in this course you must be
a second-year Ph.D. or M.S. student in statistics or have permission of
the instructor.
The course meets 2:30-3:20 MWF (09/04/2013 - 12/11/2013) 151 Ford Hall
- Sept. 4, 2013. Syllabus.
- Sept. 6. Logistic regression
and effects plots. handout,
R commands,
.Rnw file. I use a custom version of the Sweave
style file with handouts. To use it, put SweaveModified.sty in the same directory as your .Rnw file.
- Sept. 9. Binomial regression
and effects plots. handout,
R commands.
- Sept. 11. Poisson regression. handout,
R commands.
- Sept. 13. Contingency tables. handout,
R commands.
- Sept. 16. Multinomial logistic. handout,
R commands.
- Sept. 23. Proportional odds. handout,
R commands.
- Sept. 25. Midterm exam and topic assignments. handout.
- Sept. 25. Latent Class Analysis. handout,
R commands.
- Sept. 27. Smoothing. handout,
R commands.
- Oct. 7. Additive Models. handout,
R commands.
- Oct. 9. Generalized Additive Models. handout,
R commands.
- Oct. 11. Robust (M and L1) fitting handout. slides. Quantreg
vignette: rq.pdf,
quantreg manual quantreg.pdf.
- Oct. 14. Recursive Partitioning. handout,
R commands.
- Oct. 18. Variable selection and regularization. handout,
R commands.
- Oct. 30 Insurance slides.
- Nov. 6 Exam summary.
- Nov. 8 Manova. handout,
R commands.
- Nov. 11 Principal components. handout,
R commands.
- Nov. 15 Factor Analysis. handout,
R commands.
- Nov. 22 Cluster Analysis. handout,
R commands.
- Dec. 4 Missing data.
presentation.
handout.