TY - GEN
T1 - On the distribution of indefinite quadratic forms in gaussian random variables
AU - Ai-Naffouri, Tareq Y.
AU - Hassibi, Babak
PY - 2009
Y1 - 2009
N2 - 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 attem pting 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/com plex vectors and to the joint distribution of indefinite quadratic forms.
AB - 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 attem pting 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/com plex vectors and to the joint distribution of indefinite quadratic forms.
UR - http://www.scopus.com/inward/record.url?scp=70449493517&partnerID=8YFLogxK
U2 - 10.1109/ISIT.2009.5205261
DO - 10.1109/ISIT.2009.5205261
M3 - Conference contribution
AN - SCOPUS:70449493517
SN - 9781424443130
T3 - IEEE International Symposium on Information Theory - Proceedings
SP - 1744
EP - 1748
BT - 2009 IEEE International Symposium on Information Theory, ISIT 2009
T2 - 2009 IEEE International Symposium on Information Theory, ISIT 2009
Y2 - 28 June 2009 through 3 July 2009
ER -