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Duality for Gaussian Processes from Random Signed Measures
Book chapter

Duality for Gaussian Processes from Random Signed Measures

Palle E.T Jorgensen and Feng Tian
Mathematical Analysis and Applications, pp.23-56
John Wiley & Sons, Inc
05/08/2018
DOI: 10.1002/9781119414421.ch2

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Abstract

In this chapter, we prove a number of results for a general class of Gaussian processes. Two features are stressed, first the Gaussian processes are indexed by a general measure space; secondly, we “adjust” the associated reproducing kernel Hilbert spaces to the measurable category. Among other things, this allows us to give a precise necessary and sufficient condition for equivalence of a pair of probability measures (in sample space), which determine the corresponding two Gaussian processes.
random fields the measurable category reproducing kernel Hilbert space random signed measures generalized Ito‐integration Gaussian processes

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