[Turkmath:7862] Seminar: Gabriel Tucci, Bell Labs : Tuesday 06, 4PM, FENS G015, SU
Mohan Ravichandran
mohanr at sabanciuniv.edu
5 Eyl 2011 Pzt 09:27:58 EEST
Dear Colleagues,
There will be a talk by Gabriel Tucci from Bell Labs on Sept 6,
4PM in FENS G015 at Sabanci University. The title and the abstract are
below
Title: Random Vandermonde Matrices and Covariance Estimates
Speaker: Gabriel Tucci, Bell Labs
Abstract:
The talk will consist of two parts. In the first part we will center
on the limit eigenvalue distribution of random Vandermonde matrices
with unit magnitude complex entries. The phases of the entries are
chosen independently and identically distributed from the interval
$[-\pi, \pi]$. Various types of distribution for the phase are
considered and we establish the limit eigenvalue distribution in a
wide range of cases. We also provide a combinatorial and analytic
formula for the sequence of moments. The rate of growth of the maximum
and minimum eigenvalue is examined.
In the second part, we will discuss a new approach to the estimation
of covariance estimates. The estimation of a covariance matrix from
insufficient data is one of the most common problems in multivariate
statistics. More specifically, assume we have a set of $n$ independent
identically distributed measurements of an $m$ dimensional random
vector where $n<m$. The maximum likelihood estimate is the sample
covariance matrix but in the case $n<m$ this estimate is singular, and
therefore it is a fundamentally bad estimate. In this part we will
discuss a new approach to this problem where we use random matrices
techniques and free probability.
Best,
Mohan Ravichandran
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