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Tightness and Weak Convergence of Probabilities on the Skorokhod Space on the Dual of a Nuclear Space and Applications

Published 26 Jun 2018 in math.PR | (1806.10231v3)

Abstract: Let $\Phi'{\beta}$ denotes the strong dual of a nuclear space $\Phi$ and let $D{T}(\Phi'{\beta})$ be the Skorokhod space of right-continuous with left limits (c`{a}dl`{a}g) functions from $[0,T]$ into $\Phi'{\beta}$. In this article we introduce the concepts of cylindrical random variables and cylindrical measures on $D_{T}(\Phi'{\beta})$, and prove analogues of the regularization theorem and Minlos theorem for extensions of these objects to bona fide random variables and probability measures on $D{T}(\Phi'{\beta})$ respectively. Later, we establish analogues of L\'{e}vy's continuity theorem to provide necessary and sufficient conditions for uniform tightness of families of probability measures on $D{T}(\Phi'{\beta})$ and sufficient conditions for weak convergence of a sequence of probability measures on $D{T}(\Phi'{\beta})$. Extensions of the above results to the space $D{\infty}(\Phi'{\beta})$ of c`{a}dl`{a}g functions from $[0,\infty)$ into $\Phi'{\beta}$ are also given. Afterwards, we apply our results to study weak convergence of $\Phi'{\beta}$-valued c`{a}dl`{a}g processes and in particular to L\'{e}vy processes. We finalize with an application of our theory to the study of tightness and weak convergence of probability measures on the Skorokhod space $D{\infty}(H)$ where $H$ is a Hilbert space.

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