Gaussian measures in function space

Lawrence Shepp
1966 Pacific Journal of Mathematics  
Two Gaussian measures are either mutually singular or equivalent. This dichotomy was first discovered by Feldman and Hajek (independently). We give a simple, almost formal, proof of this result, based on the study of a certain pair of functionals of the two measures. In addition we show that two Gaussian measures with zero means and smooth Polya-type covariances (on an interval) are equivalent if and only if the right-hand slopes of the covariances at zero are equal. The H and J functionals*
more » ... probability measures μ 0 and μ x on a space (Ω, &) are called mutually singular (μ 0 _L μd if there is a set ΰe & for which μ o (B) -0 and μ λ {Ω -B) = 0. The measures are called mutually equivalent (μ 0 ~ μ ± ) if they have the same zero sets, i.e., μ o (B) = 0 if and only if μ^B) = 0. Setting μ = μ 0 + μ x we may define the Radon-Nikodym derivatives, (1.1) X Q = dμ o /dμ , X, = dμjdμ .
doi:10.2140/pjm.1966.17.167 fatcat:4i62q5natvawlpczwsa7kfq5ay