Title :
On the distribution of indefinite quadratic forms in Gaussian random variables
Author :
Al-Naffouri, Tareq Y. ; Hassibi, Babak
Author_Institution :
Dept. of Electr. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
fDate :
June 28 2009-July 3 2009
Abstract :
In this work, we propose a transparent approach to evaluating the CDF of indefinite quadratic forms in Gaussian random variables and ratios of such forms. This quantity appears in the analysis of different receivers in communication systems and in various applications in signal processing. Instead of attempting to find the pdf of this quantity as is the case in many papers in literature, we focus on finding the CDF. The basic trick that we implement is to replace inequalities that appear in the CDF calculations with the unit step function and replace the latter with its Fourier transform. This produces a multi-dimensional integral that can be evaluated using complex integration. We show how our approach extends to nonzero mean Gaussian real/complex vectors and to the joint distribution of indefinite quadratic forms.
Keywords :
Fourier transforms; Gaussian distribution; integration; Fourier transform; Gaussian random variables; complex integration; cumulative distribution function; indefinite quadratic forms; Algorithm design and analysis; Communication systems; Diversity reception; Fourier transforms; Information theory; Minerals; Multidimensional signal processing; Petroleum; Random variables; Signal analysis;
Conference_Titel :
Information Theory, 2009. ISIT 2009. IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-4312-3
Electronic_ISBN :
978-1-4244-4313-0
DOI :
10.1109/ISIT.2009.5205261