401-3626-00L: Multivariate Statistics
Spring semester 2011
General information
| Instructor: | Marloes Maathuis,
office: HGG 24.2, email: maathuis[at]stat.math.ethz.ch |
| Assistant: | Sarah Gerster, office: HG G 10.1, email:
gerster[at]stat.math.ethz.ch |
| Lectures: | Thursday 3-5pm, HG E 3 |
Recent announcements
| 25/05/11: | Exam info has been
posted. |
| 24/05/11: | Notes and R-code for the May
26 lecture
have been posted. |
| 19/05/11: | Notes for the May 19 lecture
have been posted. |
| 12/05/11: | Notes for the May 12 lecture
have been posted. |
| 06/05/11: | Notes for the May 5 lecture
have been posted. |
| 26/04/11: | Homework set 3 has been
posted. It is due on Thursday May 5th at the beginning of class.
|
| 21/04/11: | Notes and R-code for the
April 21 lecture have been posted. |
| 07/04/11: | R-code, a link to
a simulation applett and a reference to relevant sections in
Everitt have been posted for the April 14th class. |
| 07/04/11: | Notes for the April
7th class have been posted. |
| 05/04/11: | Homework set 2 has been
posted (due date April 14). I have slightly updated the notes and R-code
about factor analysis. |
| 24/03/11: | Notes and R-code for the
March 24 class are posted. |
| 10/03/11: | Homework set 1 has been
posted. I have also posted information for people who need to
read up on linear regression (which we will need when discussing factor
analysis). |
| 02/03/11: | Notes and R-code for the
March 3 class are posted. |
| 26/02/11: | I have repaired the
link to the Rscript "Intro to R". |
| 24/02/11: | Notes and R-code for the Feb
24 class are posted. |
| 28/01/11: | Welcome to the class
website for the lecture on multivariate statistics! All course material
will be posted on this website during the semester, and I will use this
announcement section to let you know what is new.
|
Exercise sets
Class schedule
This schedule will be updated throughout the semester.
| Date | Topic | Comments, material |
| Feb 24 | Introduction to multivariate statistics |
Course syllabus If you don't
have R already, please install it from CRAN If you are
unfamiliar with R, please work through Intro to R
Reference cards for R: by
Tom Short, by
Jonathan Baron
Notes on introduction to multivariate
statistics
Rscript on graphical methods for multivariate
data
|
| Mar 3, 10 | Principal component analysis (PCA) |
Notes on PCA
Rscript on PCA
Chapter
3 of Everitt
For people who need to read up on multiple regression analysis, please see
this class
website, and in particular this handout
with the most important concepts |
| Mar 17 | No class | |
| Mar 24, 31 | Factor analysis |
Notes on factor analysis
Rscript on factor analysis
Chapter
4 of Everitt
|
| Apr 7, 14 | Multivariate normal
distribution; One and two sample T-squared test |
Notes on the multivariate normal
distribution
Simulation
applet from Rice Virtual Lab in Statistics
Rscript on testing for means
Chapter
7 of Everitt (Sections 7.1 and 7.2.1)
|
| Apr 21 | Linear discriminant analysis |
Notes on Fisher's linear discriminant
analysis
Proof of the formula for Fisher's linear
discriminant analysis
Rscript on linear discriminant analysis
Chapter
7 of Everitt (Sections 7.2.2 and 7.2.3)
|
| April 28 | Easter holidays | |
| May 5 | Discussion of exercise sets (by Sarah
Gerster) |
Notes |
| May 12 | Clustering |
Notes on clustering
Interactive
demo for hierarchical clustering
Interactive
demo for k-means clustering
Rscript on clustering methods
Chapter
6 of Everitt
|
| May 19 | Canonical correlation analysis |
Notes on canonical
correlation analysis
Rscript on canonical correlation
Chapter
8 of Everitt
|
| May 26 | Overview of multivariate methods;
Exam info
|
Notes, overview of multivariate
methods
Rscript on
multidimensional scaling
Exam info
|