Probabilistic Graphical Models

GPTKB entity

Predicate	Object
gptkbp:instanceOf	gptkb:graphical_model gptkb:statistical_analysis
gptkbp:application	computer vision natural language processing robotics speech recognition bioinformatics
gptkbp:describes	probabilistic relationships among variables
gptkbp:developedBy	1980s
gptkbp:field	gptkb:artificial_intelligence gptkb:machine_learning statistics
gptkbp:form	gptkb:probability_theory statistics graph theory
gptkbp:hasConcept	inference learning factorization marginalization conditional independence
gptkbp:includes	gptkb:Markov_random_field gptkb:Boltzmann_machine factor graph
gptkbp:notableBook	gptkb:Probabilistic_Graphical_Models:_Principles_and_Techniques gptkb:Daphne_Koller gptkb:Nir_Friedman
gptkbp:relatedTo	gptkb:Judea_Pearl gptkb:belief_network gptkb:conditional_random_field gptkb:Markov_chain gptkb:Daphne_Koller gptkb:Michael_I._Jordan deep generative models latent variable models causal graphical models structured probabilistic model
gptkbp:represents	gptkb:graph factor graph
gptkbp:supportsAlgorithm	gptkb:Markov_Chain_Monte_Carlo gptkb:Gibbs_sampling variational inference belief propagation expectation-maximization
gptkbp:usedFor	causal inference representation learning structured prediction uncertainty modeling
gptkbp:bfsParent	gptkb:David_Poole
gptkbp:bfsLayer	8
https://www.w3.org/2000/01/rdf-schema#label	Probabilistic Graphical Models