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Swap-invariant and exchangeable random measures

Abstract

In this work we analyze the concept of swap-invariance, which is a weaker variant of exchangeability. A random vector ξ\xi in Rn\mathbb{R}^n is called swap-invariant if E ⁣jujξj\,{\mathbf E}\,\big| \!\sum_j u_j \xi_j \big|\, is invariant under all permutations of (ξ1,,ξn)(\xi_1, \ldots, \xi_n) for each uRnu \in \mathbb{R}^n. We extend this notion to random measures. For a swap-invariant random measure ξ\xi on a measure space (S,S,μ)(S,\mathcal{S},\mu) the vector (ξ(A1),,ξ(An))(\xi(A_1), \ldots, \xi(A_n)) is swap-invariant for all disjoint AjSA_j \in \mathcal{S} with equal μ\mu-measure. Various characterizations of swap-invariant random measures and connections to exchangeable ones are established. We prove the ergodic theorem for swap-invariant random measures and derive a representation in terms of the ergodic limit and an exchangeable random measure. Moreover we show that diffuse swap-invariant random measures on a Borel space are trivial. As for random sequences two new representations are obtained using different ergodic limits.

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