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Conditional independence ideals with hidden variables

Authors :
Clarke, Oliver
Mohammadi, Fatemeh
Rauh, Johannes
Source :
Advances in Applied Mathematics, volume 117, 2020, 102029
Publication Year :
2019

Abstract

We study a class of determinantal ideals that are related to conditional independence (CI) statements with hidden variables. Such CI statements correspond to determinantal conditions on a matrix whose entries are probabilities of events involving the observed random variables. We focus on an example that generalizes the CI ideals of the intersection axiom. In this example, the minimal primes are again determinantal ideals, which is not true in general.<br />Comment: 20 pages, 1 figure, 4 tables

Details

Database :
arXiv
Journal :
Advances in Applied Mathematics, volume 117, 2020, 102029
Publication Type :
Report
Accession number :
edsarx.1901.03059
Document Type :
Working Paper
Full Text :
https://doi.org/10.1016/j.aam.2020.102029