JOURNAL ARTICLE

Standard imsets for undirected and chain graphical models

Takuya KashimuraAkimichi Takemura

Year: 2015 Journal:   Bernoulli Vol: 21 (3)   Publisher: Chapman and Hall London

Abstract

We derive standard imsets for undirected graphical models and chain graphical\nmodels. Standard imsets for undirected graphical models are described in terms\nof minimal triangulations for maximal prime subgraphs of the undirected graphs.\nFor describing standard imsets for chain graphical models, we first define a\ntriangulation of a chain graph. We then use the triangulation to generalize our\nresults for the undirected graphs to chain graphs.\n

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Citation History

Topics

Bayesian Modeling and Causal Inference
Physical Sciences →  Computer Science →  Artificial Intelligence
Topological and Geometric Data Analysis
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Formal Methods in Verification
Physical Sciences →  Computer Science →  Computational Theory and Mathematics

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