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On Skorohod spaces as universal sample path spaces
The paper presents a factorization theorem for a certain class of stochastic processes. Skorohod spaces carry the rich structure of standard Borel spaces and appear to be suitable universal sample path spaces. We show that, if \(\xi\) is a RCLL stochastic process with values in a complete separable...
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Published in: | arXiv.org 2004-12 |
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Main Author: | |
Format: | Article |
Language: | English |
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Online Access: | Get full text |
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Summary: | The paper presents a factorization theorem for a certain class of stochastic processes. Skorohod spaces carry the rich structure of standard Borel spaces and appear to be suitable universal sample path spaces. We show that, if \(\xi\) is a RCLL stochastic process with values in a complete separable metric space \(E\), any other RCLL stochastic process \(X\) adapted to the filtration induced by \(\xi\) factors through the Skorohod space \(D_E[0,\infty)\). This can be understood as an extension of a stochastic process to a standard Borel space enjoying nice properties. Moreover, the trajectories of the factorized stochastic process defined on \(D_E[0,\infty)\) inherit the properties of being continuous, non-decreasing, and of bounded variation, resp., from those of \(X\). Considering situations which are invariant under the factorization procedure, the main theorem is a reduction tool to assume the underlying measurable space be a standard Borel space. In an example, we pick the existence theorem of regular conditional probabilities on standard Borel spaces to simplify a conditional expectation appearing in stochastic control problems. |
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ISSN: | 2331-8422 |