The Statistics of Random Eigenvalues and Their Application to Space
Time Coding and Multiple Access Channels
Prof. Anna Scaglione
Electrical and Computer Engineering
Cornell University, NY
Friday, March 8th, 3:00 PM, ENS 637
anna@ece.cornell.edu
Talk
Abstract
The study of multiuser communications and space-time coding
requires a deeper understanding of the statistics of random
matrices. The application of theses notions allows to derive
analytic expressions for the performance of random multi-input
multi-output (MIMO) fading channels, modeling a wireless system
with transmit and receive diversity, as well as direct sequence
code division multiple access channels (DS-CDMA) with random
codes. In the first part of this talk we will present the general
methodology used to derive the statistics of the factors of random
matrix decompositions (e.g. Cholesky, QR singular and eigenvalue
decomposition) from the statistics of the matrix entries. This
section of the talk will include a very informal introduction to
differential forms and Grassman algebra. In the second part the
statistics of the eigenvalues will be used to derive simple
expressions for the performances of random MIMO systems that
depend on only on the large scale fading and spectral efficiency
of the system.
Biography
Anna Scaglione joined the faculty of the School of Electrical and
Computer Engineering at Cornell in July 2001 as assistant professor.
Prior to her appointment in ECE, she was assistant professor with the
Electrical & Computer Engineering Department of the University of New
Mexico from 2000-01, and a postdoctoral researcher in the Department of
Electrical & Computer Engineering at the University of Minnesota from
1999-00. She received her Ph.D. degree in Electrical Engineering from
the University of Rome in 1999. Her research area lies at the
intersection between statistical signal processing and communication
theory, with specific interest on optimal modem design for broadband
frequency selective channels, equalization, time varying channels,
multicarrier systems and transmit and receive diversity. With her
coauthors she received the 2000 IEEE Signal Processing Transactions Best
Paper Award for the paper, "Redundant Filterbank Precoders and
Equalizers Part I & II."
A list of Telecommunications and Signal Processing Seminars is available at
from the ECE department Web pages under "Seminars".
The Web address for the Telecommunications and Signal Processing Seminars is
http://signal.ece.utexas.edu/seminars