THE EXACT DISTRIBUTION OF SOME POSITIVE DEFINITE QUADRATIC FORMS OF GAMMA OR DIRICHLET RANDOM VARIABLES
Let Q be a positive definite quadratic form of independent gamma random variables with not necessarily identical shape parameters, which differs from a diagonal form only by a term proportional to where Y is the sum of the Then is the corresponding quadratic form of Dirichlet random variables. The exact cdf of is given by a univariate integral over parabolic cylinder functions and by orthogonal series with Legendre or Jacobi polynomials. The cdf of Q is always available by an integral over the cdf of and by a power series or a series of gamma cdfs. In the case of a diagonal form, the cdf is a convex combination of gamma cdfs. Finally, an integral representation for a general pos. def. quadratic form Q is derived, which is reduced to a double integral for a one-factorial quadratic form.
gamma distribution, Dirichlet distribution, exact distribution of quadratic forms of non-normal random variables, distribution of positive definite quadratic forms of gamma random variables, distribution of a positive definite diagonal quadratic form of Dirichlet random variables, test for the shape parameter of a gamma distribution, gamma coefficient of variation test.