A generalization of hierarchical exchangeability on trees to directed acyclic graphs

نویسندگان

چکیده

Motivated by the problem of designing inference-friendly Bayesian nonparametric models in probabilistic programming languages, we introduce a general class partially exchangeable random arrays which generalizes notion hierarchical exchangeability introduced Austin and Panchenko (2014). We say that our are DAG-exchangeable since their structure is governed collection Directed Acyclic Graphs. More specifically, such array indexed ℕ |V| for some DAG G=(V,E), its edge set E. prove representation theorem Aldous-Hoover Austin–Panchenko theorems.

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ژورنال

عنوان ژورنال: Annales Henri Lebesgue

سال: 2021

ISSN: ['2644-9463']

DOI: https://doi.org/10.5802/ahl.74