Title :
Behavior of the minimum singular value of a random Vandermonde matrix
Author :
Tucci, Gabriel H. ; Whiting, Philip A.
Author_Institution :
Bell Labs., Alcatel-Lucent, Murray Hill, NJ, USA
Abstract :
In this work we examine the behavior of the minimum singular value of random Vandermonde matrices. In particular, we prove that the minimum singular value s1(N) is at most N exp(-C√N) where N is the dimension of the matrix and C is a constant. Furthermore, the value of the constant C is determined explicitly. The main result is obtained in two different ways. One approach uses techniques from stochastic processes and in particular, a construction related to the Brownian bridge. The other one is a more direct analytical approach involving combinatorics and complex analysis. As a consequence, we obtain a lower bound on the maximum absolute value of a random polynomial on the unit circle, which may be of independent mathematical interest.
Keywords :
matrix algebra; polynomials; singular value decomposition; stochastic processes; Brownian bridge; maximum absolute value; minimum singular value; random Vandermonde matrix; random polynomial; stochastic processes; Bridges; Eigenvalues and eigenfunctions; Polynomials; Random variables; USA Councils; Upper bound; Vectors;
Conference_Titel :
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location :
Cambridge, MA
Print_ISBN :
978-1-4673-2580-6
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2012.6283953