
arXiv: 2408.04101
We represent the product of two correlated normal random variables, and more generally the sum of independent copies of such random variables, as a difference of two independent noncentral chi-square random variables (which we refer to as the noncentral chi-square difference distribution). As a consequence, we obtain, amongst other results, an exact formula for the probability density function of the noncentral chi-square difference distribution, a Stein characterisation of the noncentral chi-square difference distribution, a simple formula for the moments of the sum of independent copies of the product of correlated normal random variables, an exact formula for the probability that such a random variable is negative, and also show that such random variables are self-decomposable and provide a Lévy-Khintchine representation of the characteristic function.
11 pages
noncentral chi-square distribution, Probability (math.PR), FOS: Mathematics, sum of independent random variables, AMS 2010 Subject Classification: Primary 60F05; 62E15, distribution theory, Product of correlated normal random variables, difference distribution, Primary 60E05, 62E15, Probability
noncentral chi-square distribution, Probability (math.PR), FOS: Mathematics, sum of independent random variables, AMS 2010 Subject Classification: Primary 60F05; 62E15, distribution theory, Product of correlated normal random variables, difference distribution, Primary 60E05, 62E15, Probability
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