Algebraic Geometry of Bayesian Networks

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dc.creatorGarcia, Luis David
dc.creatorStillman, Michael
dc.creatorSturmfels, Bernd
dc.date2003-01-22
dc.date.accessioned2026-07-07T04:54:37Z
dc.date.available2026-07-07T04:54:37Z
dc.descriptionWe 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.
dc.description30 pages
dc.identifierhttps://arxiv.org/abs/math/0301255
dc.identifierhttp://arxiv.org/abs/math/0301255
dc.identifier.urihttp://salesiana.dossiersoluciones.com/handle/123456789/66328
dc.subjectAlgebraic Geometry
dc.subjectCommutative Algebra
dc.subjectProbability
dc.subject14Q15 (Primary), 68W30, 13P10, 60-02, 60-04 (Secondary)
dc.titleAlgebraic Geometry of Bayesian Networks
dc.typetext

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