Math 833 - Random Matrices
Fall 2009
Meetings: TR 9:30-10:45, Van Vleck B131
Instructor: Benedek Valkó
Office: 409 Van Vleck
Phone: 263-2782
Email: valko at math dot wisc dot edu
Office hours: Tuesday 13:30-14:30 or by appointment
I will use the class email list to send out corrections, announcements, please check your wisc.edu email from time to time.
Evaluation: Students taking the course for credit are expected
to write up two or three lectures in consultation with the instructor.
There will also be (non mandatory) homework exercises.
Course description:
The course is an introduction to random
matrix theory. We will cover results on the asymptotic properties of
various random matrix models (Wigner matrices, Gaussian ensembles,
Dyson's beta-ensemble). We will investigate the limit of the empirical
spectral measure both on a global and local scale.
Prerequisites: Basics in probability theory and linear algebra. Some knowledge of stochastic processes will also be helpful.
The course will not have an official textbook. A couple of useful references:
-
M. Mehta: Random Matrices
- P.A. Deift: Orthogonal polynomials and random matrices: a Riemann-Hilbert approach.
- P. Forrester: Log-gases and Random matrices (to appear)
available from the author's webpage
- G. Anderson, A. Guionnet and O. Zeitouni: An Introduction to Random Matrices (to appear)
available from the O. Zeitouni's webpage
- A. Guionnet: Large random matrices: lectures on macroscopic asymptotics.
Lectures from the 36th Probability Summer School held in Saint-Flour, 2006.
available from the author's webpage
Course Content: we (plan to) cover the following topics :
-
Wigner's semicircle law
-
Marchenko-Pastur law for the spectral density of sample covariance matrices
- Joint eigenvalue density of certain classic random matrix ensembles (GOE, GUE)
- Tridiagonal representation of the Dyson's beta-ensemble
- Bulk scaling limit for the eigenvalue process of the Gaussian Unitary Ensemble
- Edge scaling limit of the beta-ensemble
- Bulk scaling limit of the beta-ensemble
List of transcribers
Lecture notes
Homework problems (if you are interested...)
Histogram of the eigenvalues of a 1000X1000 symmetric matrix with i.i.d. standard Gaussian entries:
Eigenvalues of a 1000X1000 matrix with i.i.d. Gaussian entries