Probabilistic Graphical Models

GPTKB entity

Predicate	Object
gptkbp:instance_of	gptkb:Model
gptkbp:developed_by	gptkb:Steffen_L._Lauritzen gptkb:David_Koller gptkb:Daphne_Koller gptkb:Judea_Pearl
gptkbp:has_applications_in	gptkb:Computer_Vision gptkb:Natural_Language_Processing gptkb:machine_learning Bioinformatics
gptkbp:has_component	Markov Random Fields Bayesian Networks
gptkbp:has_method	gptkb:Markov_Chain_Monte_Carlo Sampling Methods Parameter Estimation Variational Inference Inference Algorithms Belief Propagation Structure Learning
gptkbp:has_property	Undirected Graphs Directed Graphs Latent Variables Observed Variables
https://www.w3.org/2000/01/rdf-schema#label	Probabilistic Graphical Models
gptkbp:is_characterized_by	Graph Structure Conditional Independence Uncertainty Representation
gptkbp:is_evaluated_by	Model Accuracy Scalability Robustness Interpretability Computational Efficiency
gptkbp:is_related_to	gptkb:Artificial_Intelligence gptkb:Data_Science Probability Theory Statistics
gptkbp:is_used_in	gptkb:DNA gptkb:robotics Decision Making Economics Inference Recommendation Systems Social Network Analysis
gptkbp:bfsParent	gptkb:Daphne_Koller
gptkbp:bfsLayer	3