TY - JOUR
T1 - Several forms of stochastic integral representations of gamma random variables and related topics
AU - Aoyama, Takahiro
AU - Maejima, Makoto
AU - Ueda, Yohei
PY - 2011/8/1
Y1 - 2011/8/1
N2 - Gamma distributions can be characterized as the laws of stochastic integrals with respect to many different Lévy processes with different nonrandom integrands. A Lévy process corresponds to an infinitely divisible distribution. Therefore, many infinitely divisible distributions can yield a gamma distribution through stochastic integral mappings with different integrands. In this paper, we pick up several integrands which have appeared in characterizing well-studied classes of infinitely divisible distributions, and find inverse images of a gamma distribution through each stochastic integral mapping. As a by-product of our approach to stochastic integral representations of gamma random variables, we find a remarkable new general characterization of classes of infinitely divisible distributions, which were already considered by James et al. (2008) and Aoyama et al. (2010) in some special cases.
AB - Gamma distributions can be characterized as the laws of stochastic integrals with respect to many different Lévy processes with different nonrandom integrands. A Lévy process corresponds to an infinitely divisible distribution. Therefore, many infinitely divisible distributions can yield a gamma distribution through stochastic integral mappings with different integrands. In this paper, we pick up several integrands which have appeared in characterizing well-studied classes of infinitely divisible distributions, and find inverse images of a gamma distribution through each stochastic integral mapping. As a by-product of our approach to stochastic integral representations of gamma random variables, we find a remarkable new general characterization of classes of infinitely divisible distributions, which were already considered by James et al. (2008) and Aoyama et al. (2010) in some special cases.
KW - Gamma distribution
KW - Infinitely divisible distribution
KW - Lévy process
KW - Stochastic integral representation
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M3 - Article
AN - SCOPUS:79960752875
SN - 0208-4147
VL - 31
SP - 99
EP - 118
JO - Probability and Mathematical Statistics
JF - Probability and Mathematical Statistics
IS - 1
ER -