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Flerniveau Bayesiansk Netværk×Bayesiansk netværk×
FagområdeBayesianskBayesiansk
FamilieBayesian methodsBayesian methods
Oprindelsesår1990s–2000s1988
OphavspersonExtension of Pearl's Bayesian networks; multilevel formulation developed in statistical relational learning community, 1990s–2000sJudea Pearl
TypeProbabilistic graphical model (hierarchical)Probabilistic graphical model
Oprindelig kildeKoller, D. & Friedman, N. (2009). Probabilistic Graphical Models: Principles and Techniques. MIT Press. ISBN: 978-0262013192Pearl, J. (1988). Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann. ISBN: 978-1558604797
Aliassermulti-level Bayesian network, hierarchical Bayesian network, MLBN, multilevel probabilistic graphical modelBayes network, belief network, probabilistic graphical model, directed graphical model
Relaterede64
ResuméA multilevel Bayesian network extends the standard Bayesian network to data with hierarchical or grouped structure — students within schools, patients within hospitals, observations within subjects — by placing separate but linked graphical models at each level, with higher-level parameters governing the conditional probability tables of lower-level nodes. The result is a principled probabilistic framework that captures both within-group relationships and between-group variation.A Bayesian network is a probabilistic graphical model, introduced by Judea Pearl in 1988, that encodes a set of variables and their conditional dependencies as a directed acyclic graph (DAG). Each node represents a variable; each directed edge encodes a direct probabilistic influence. By combining Bayes' rule with the graph's conditional independence structure, the model supports reasoning under uncertainty — computing the probability of any variable given observed evidence about others.
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ScholarGateSammenlign metoder: Multilevel Bayesian Network · Bayesian Network. Hentet 2026-06-15 fra https://scholargate.app/da/compare