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On the Equivalence of Probability Spaces
Journal article   Peer reviewed

On the Equivalence of Probability Spaces

Daniel Alpay, Palle Jorgensen and David Levanony
Journal of theoretical probability, Vol.30(3), pp.813-841
09/01/2017
DOI: 10.1007/s10959-016-0667-7
url
https://digitalcommons.chapman.edu/cgi/viewcontent.cgi?article=1497&context=scs_articlesView
Open Access

Abstract

For a general class of Gaussian processes W, indexed by a sigma-algebra F of a general measure space (M, F, sigma), we give necessary and sufficient conditions for the validity of a quadratic variation representation for such Gaussian processes, thus recovering sigma(A), for A is an element of F, as a quadratic variation of W over A. We further provide a harmonic analysis representation for this general class of processes. We apply these two results to: (i) a computation of generalized Ito integrals and (ii) a proof of an explicit and measure-theoretic equivalence formula, realizing an equivalence between the two approaches to Gaussian processes, one where the choice of sample space is the traditional path space, and the other where it is Schwartz' space of tempered distributions.
Mathematics Physical Sciences Science & Technology Statistics & Probability

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