Nd. Singpurwalla et Ma. Youngren, MULTIVARIATE DISTRIBUTIONS INDUCED BY DYNAMIC ENVIRONMENTS, Scandinavian journal of statistics, 20(3), 1993, pp. 251-261
We develop families of multivariate life distributions for items which
operate in environments that are dynamic, and whose effects on the li
felengths are described by certain stochastic processes. We motivate a
nd consider two such processes: a gamma process and a version of the s
hot-noise process. A consideration of the former results in a new fami
ly of multivariate life distributions, a special case of which is the
multivariate exponential of Marshall & Olkin. We are therefore able to
provide an alternate motivation for this well known distribution. The
inherent singularities of this distribution are explained by the fact
that a gamma process can be decomposed as the sum of a countable numb
er of jumps of random heights at a countable number of random points;
associated with each jump is a probability of the simultaneous failure
of two or more items. A consideration of the shot-noise process resul
ts in another family of multivariate distributions, a special case of
which is a new one parameter bivariate distribution with exponential m
arginals.