Algebraic geometry of Bayesian networks
We study the algebraic varieties defined by the conditional independence statements of Bayesian networks. A complete algebraic classification is given for Bayesian networks on at most five random variables. Hidden variables are related to the geometry of higher secant varieties. (c) 2005 Elsevier Ltd. All rights reserved.
bayesian networks secant varieties algebraic statistics independence models polynomial ideals primary decomposition segre varieties