Title of article :
Hamburger moment problem for powers and products of random variables
Author/Authors :
Stoyanov، نويسنده , , Jordan and Lin، نويسنده , , Gwo Dong and DasGupta، نويسنده , , Anirban، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2014
Abstract :
We present new results on the Hamburger moment problem for probability distributions and apply them to characterize the moment determinacy of powers and products of i.i.d. random variables with values in the whole real line. Detailed proofs of all results are given followed by comments and examples. We also provide new and more transparent proofs of a few known results. E.g., we give a new and short proof that the product of three or more i.i.d. normal random variables is moment-indeterminate. The illustrations involve specific distributions such as the double generalized gamma (DGG), normal, Laplace and logistic. We show that sometimes, but not always, the power and the product of i.i.d. random variables (of the same odd ‘order’) share the same moment determinacy property. This is true for the DGG and the logistic distributions.
per also treats two unconventional types of problems: products of independent random variables of different types and a random power of a given random variable. In particular, we show that the product of Laplace and logistic random variables, the product of logistic and exponential random variables, the product of normal and χ2 random variables, and the random power ZN, where Z ~ N and N is a Poisson random variable, are all moment-indeterminate.
Keywords :
Hamburger moment problem , Powers and products of random variables , Normal distribution , Hardyיs condition , Cramérיs condition , Kreinיs condition , Laplace distribution , Double generalized gamma distribution , Logistic distribution , Carlemanיs condition
Journal title :
Journal of Statistical Planning and Inference
Journal title :
Journal of Statistical Planning and Inference