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Combinatorial and algebraic perspectives on the marginal independence structure of Bayesian networks - MaRDI portal

Combinatorial and algebraic perspectives on the marginal independence structure of Bayesian networks

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Publication:6578646

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DOI10.2140/astat.2023.14.233zbMath1541.62399MaRDI QIDQ6578646

Danai Deligeorgaki, Alex Markham, Pratik Misra, Liam Solus

Publication date: 25 July 2024

Published in: Algebraic Statistics (Search for Journal in Brave)

zbMATH Keywords

Bayesian networks Gröbner bases Markov chain Monte Carlo causality independence number toric ideals intersection number minimal covers marginal independence unconditional equivalence

Mathematics Subject Classification ID

Computational methods in Markov chains (60J22) Probabilistic graphical models (62H22) Commutative rings defined by binomial ideals, toric rings, etc. (13F65) Causal inference from observational studies (62D20) Algebraic statistics (62R01)

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