Title :
Distribution of the Demmel Condition Number of Complex Wishart Matrices
Author :
Zhong, Caijun ; McKay, Matthew R. ; Ratnarajah, Tharm ; Wong, Kai-Kit
Author_Institution :
Inst. of Electron., Commun. & Inf. Technol., Queen´´s Univ. Belfast, Belfast, UK
Abstract :
In this paper, we study the statistical distribution of the Demmel condition number of complex Wishart matrices, a quantity which has found numerous applications to wireless communications, such as adaptive switching, link adaptation, and spectrum sensing. We give an exact analytical expression for the probability density function (p.d.f.) of the Demmel condition number, and also derive simplified expressions for the high tail regime. These results indicate that the condition of complex Wishart matrices is dominantly decided by the difference between the matrix dimension and degree of freedom (DoF).
Keywords :
matrix algebra; radiocommunication; statistical distributions; Demmel condition number distribution; complex Wishart matrices; degree of freedom; matrix dimension; statistical distribution; wireless communication; Eigenvalues and eigenfunctions; IEEE Communications Society; Laplace equations; MIMO; Sensors; Tensile stress; Wireless communication;
Conference_Titel :
Global Telecommunications Conference (GLOBECOM 2010), 2010 IEEE
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4244-5636-9
Electronic_ISBN :
1930-529X
DOI :
10.1109/GLOCOM.2010.5684238