Journal article
A generalization of hierarchical exchangeability on trees to directed acyclic graphs
- Abstract:
-
Motivated by the problem of designing inference-friendly Bayesian nonparametric models in probabilistic programming languages, we introduce a general class of partially exchangeable random arrays which generalizes the notion of hierarchical exchangeability introduced in Austin and Panchenko (2014). We say that our partially exchangeable arrays are DAG-exchangeable since their partially exchangeable structure is governed by a collection of Directed Acyclic Graphs. More specifically, such a ran...
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- Publication status:
- Published
- Peer review status:
- Peer reviewed
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Funding
Bibliographic Details
- Publisher:
- ENS Rennes Publisher's website
- Journal:
- Annales Henri Lebesgue Journal website
- Volume:
- 4
- Pages:
- 325-368
- Publication date:
- 2021-01-18
- Acceptance date:
- 2020-04-15
- DOI:
- EISSN:
-
2644-9463
Item Description
- Language:
- English
- Keywords:
- Pubs id:
-
1102319
- Local pid:
- pubs:1102319
- Deposit date:
- 2020-04-29
Terms of use
- Copyright holder:
- Jung et al
- Copyright date:
- 2020
- Rights statement:
- Published under license CC BY 4.0.
- Licence:
- CC Attribution (CC BY)
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