Statements (54)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
probabilistic graphical model
|
| gptkbp:allows |
efficient representation of joint probability distributions
|
| gptkbp:alsoKnownAs |
gptkb:belief_network
gptkb:Bayes_net Boltzmann machine |
| gptkbp:assumes |
conditional independence
|
| gptkbp:canBe |
data
|
| gptkbp:canBeSpecifiedBy |
experts
|
| gptkbp:describedBy |
conditional probability distributions
|
| gptkbp:edgeDirection |
from parent to child
|
| gptkbp:enables |
reasoning under uncertainty
|
| gptkbp:formedBy |
1980s
|
| gptkbp:hasEdge |
conditional dependency
|
| gptkbp:hasNode |
random variable
|
| https://www.w3.org/2000/01/rdf-schema#label |
Bayesian belief network
|
| gptkbp:inventedBy |
gptkb:Judea_Pearl
gptkb:Lauritzen_and_Spiegelhalter gptkb:Ross_Shachter gptkb:Seymour_Geisser |
| gptkbp:namedAfter |
gptkb:Thomas_Bayes
|
| gptkbp:relatedTo |
gptkb:Markov_network
gptkb:dynamic_Bayesian_network gptkb:causal_network |
| gptkbp:represents |
set of variables and their conditional dependencies
|
| gptkbp:usedFor |
gptkb:machine_learning
decision making diagnosis probabilistic inference prediction |
| gptkbp:usedIn |
gptkb:artificial_intelligence
computer vision ecology epidemiology finance natural language processing robotics speech recognition statistics weather prediction bioinformatics forensic science risk analysis diagnosis fraud detection systems biology data mining recommender systems spam filtering credit scoring fault diagnosis gene regulatory network modeling |
| gptkbp:uses |
gptkb:directed_acyclic_graph
|
| gptkbp:bfsParent |
gptkb:Boltzmann_machine
|
| gptkbp:bfsLayer |
5
|