Permanental fields, loop soups and continuous additive functionals
Yves Le Jan, Michael B. Marcus, Jay Rosen

TL;DR
This paper introduces permanental fields linked to potential densities of transient Markov processes, constructs them via loop soups, and establishes a Dynkin-type isomorphism relating these fields to continuous additive functionals.
Contribution
It demonstrates the existence of permanental fields for non-symmetric kernels, constructs them through loop soups, and proves a new isomorphism theorem connecting these fields to additive functionals.
Findings
Existence of permanental fields for certain kernels.
Construction of permanental fields via loop soups.
A Dynkin-type isomorphism theorem relating fields and additive functionals.
Abstract
A permanental field, , is a particular stochastic process indexed by a space of measures on a set . It is determined by a kernel , , that need not be symmetric and is allowed to be infinite on the diagonal. We show that these fields exist when is a potential density of a transient Markov process in . A permanental field can be realized as the limit of a renormalized sum of continuous additive functionals determined by a loop soup of , which we carefully construct. A Dynkin-type isomorphism theorem is obtained that relates to continuous additive functionals of (continuous in ), . Sufficient conditions are obtained for the continuity of on . The metric on is given by a proper norm.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
