Title :
On probability density functions for complex variables
Author :
Olhede, Sofia C.
Author_Institution :
Dept. of Math., Imperial Coll. London
fDate :
3/1/2006 12:00:00 AM
Abstract :
Complex random variables arise naturally in many settings and their properties are of general interest. Past work on complex variables has mainly focused on their second-order structure, as well as that of their conjugates, whereas the main purpose of this correspondence is to clarify the concept of a density function for a complex random variable, and to discuss its properties. Two different functions play the role that the density of a real univariate random variable holds. Only one of these two functions can be correctly interpreted as a density, but both functions clarify the nature of a complex variable. The role played by the complex conjugate of the variable in this formulation is clarified, and the complex scalar nature of Z is discussed. As the properties of complex random variables are most naturally specified in terms of the complex quantities directly, and given in terms of the distribution of the complex variables rather than formulated in terms of the real and imaginary parts, ensuring that an interpretable complex formulation exists is important
Keywords :
probability; random processes; signal processing; bivariate signal; complex formulation interpretation; complex random variable; probability density function; Density functional theory; Earthquakes; Fluid flow measurement; Fourier transforms; Probability density function; Random processes; Random variables; Signal analysis; Signal processing; Time series analysis; Bivariate signals; circularity; complex valued signals; complex valued variables; proper random variables;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2005.864451