Title :
Statistical distributions of Hermitian quadratic forms in complex Gaussian variables
Author :
Biyari, Khaled H. ; Lindsey, William C.
Author_Institution :
Dept. of Electr. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
fDate :
5/1/1993 12:00:00 AM
Abstract :
Decision variables in numerous practical systems can frequently be characterized using a Hermitian quadratic form in complex Gaussian variates. Performance analysis involving these variates requires a complete description of the statistical distribution of the quadratic form. Such a complete description is presented. The method used is based on inverting the characteristic function of the quadratic form by solving a number of convolution integrals. The results presented include two forms for the probability density function (PDF), an expression for the cumulative distribution function (CDF), and expressions for the distribution moments and cumulants. These results are shown to reduce to previously known results for some special cases. Relations of the quadratic form and its CDF to the noncentral χ2 (chi-square) and the complex noncentral Wishart distributions are exposed. Evaluation of the CDF at the origin is shown to reduce to the doubly noncentral F-distribution due to R. Price (1962, 1964). A generalization of the Marcum Q-function is also identified and suggested
Keywords :
information theory; statistical analysis; Hermitian quadratic forms; Marcum Q-function; Wishart distributions; chi-square distribution; complex Gaussian variables; convolution integrals; cumulants; cumulative distribution function; decision variables; distribution moments; doubly noncentral F-distribution; hypothesis testing; probability density function; statistical distribution; Circuits; Communication systems; Computer networks; Concurrent computing; Convolution; Iterative algorithms; Minerals; Performance analysis; Petroleum; Probability density function; Probability distribution; Radar; Random variables; Statistical distributions; Testing; Time factors;
Journal_Title :
Information Theory, IEEE Transactions on