Relational exchangeability

Author:

Crane Harry,Dempsey Walter

Abstract

AbstractA relationally exchangeable structure is a random combinatorial structure whose law is invariant with respect to relabeling its relations, as opposed to its elements. Historically, exchangeable random set partitions have been the best known examples of relationally exchangeable structures, but the concept now arises more broadly when modeling interaction data in modern network analysis. Aside from exchangeable random partitions, instances of relational exchangeability include edge exchangeable random graphs and hypergraphs, path exchangeable processes, and a range of other network-like structures. We motivate the general theory of relational exchangeability, with special emphasis on the alternative perspective it provides and its benefits in certain applied probability problems. We then prove a de Finetti-type structure theorem for the general class of relationally exchangeable structures.

Publisher

Cambridge University Press (CUP)

Subject

Statistics, Probability and Uncertainty,General Mathematics,Statistics and Probability

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Local exchangeability;Bernoulli;2023-08-01

2. Hierarchical Network Models for Exchangeable Structured Interaction Processes;Journal of the American Statistical Association;2021-05-10

3. A Statistical Framework for Modern Network Science;Statistical Science;2021-02-01

4. Bayesian consensus clustering in multiplex networks;Chaos: An Interdisciplinary Journal of Nonlinear Science;2019-10

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