Bayesian Networks

GPTKB entity

Statements (51)
Predicate Object
gptkbp:instanceOf probabilistic graphical model
gptkbp:alsoKnownAs belief networks
Bayes networks
Bayesian belief networks
gptkbp:application gptkb:gene_regulatory_networks
computer vision
natural language processing
robotics
bioinformatics
risk analysis
diagnosis
fault diagnosis
gptkbp:assumes conditional independence
gptkbp:canBe data
gptkbp:canBeSpecifiedBy experts
gptkbp:composedOf edges
nodes
gptkbp:edgesRepresent conditional dependencies
gptkbp:extendsTo gptkb:dynamic_Bayesian_networks
decision networks
influence diagrams
gptkbp:firstDescribed 1980s
https://www.w3.org/2000/01/rdf-schema#label Bayesian Networks
gptkbp:inferenceAlgorithms gptkb:Markov_Chain_Monte_Carlo
belief propagation
variable elimination
gptkbp:inferenceMethod approximate inference
exact inference
gptkbp:nodesRepresent random variables
gptkbp:originatedIn gptkb:Judea_Pearl
gptkbp:parametersRepresent conditional probability distributions
gptkbp:relatedConcept probabilistic programming
graphical models
causal networks
gptkbp:relatedTo gptkb:Markov_networks
causal inference
probabilistic reasoning
gptkbp:represents conditional dependencies
probabilistic relationships
gptkbp:structureType gptkb:directed_acyclic_graph
gptkbp:usedFor inference
decision making
diagnosis
prediction
gptkbp:usedIn gptkb:artificial_intelligence
gptkb:machine_learning
statistics
gptkbp:bfsParent gptkb:Generative_Models
gptkb:Bayesian_Learning
gptkb:Directed_Acyclic_Graph
gptkbp:bfsLayer 7