Markov equivalence of marginalized local independence graphs

DOI10.1214/19-AOS1821zbMath1441.62221arXiv1802.10163OpenAlexW2788264713MaRDI QIDQ2176633

Søren Wengel Mogensen, Niels Richard Hansen

Publication date: 5 May 2020

Published in: The Annals of Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1802.10163

zbMATH Keywords

independence model\(\mu\)-separationMarkov equivalencelocal independencedirected mixed graphslocal independence graph

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Foundations and philosophical topics in statistics (62A01) Markov processes: estimation; hidden Markov models (62M05) Probabilistic graphical models (62H22)

Related Items (5)

Markov equivalence of marginalized local independence graphs ⋮ Graphical modeling of stochastic processes driven by correlated noise ⋮ Nonparametric conditional local independence testing ⋮ Characterization of causal ancestral graphs for time series with latent confounders ⋮ Foundations of structural causal models with cycles and latent variables

Uses Software

• Separoids

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