Probabilistic Graphical Models
GPTKB entity
Statements (44)
| Predicate | Object |
|---|---|
| gptkbp:instance_of |
gptkb:Model
|
| gptkbp:bfsLayer |
3
|
| gptkbp:bfsParent |
gptkb:Daphne_Koller
|
| gptkbp:developed_by |
gptkb:Steffen_L._Lauritzen
gptkb:David_Koller gptkb:Daphne_Koller gptkb:Judea_Pearl |
| gptkbp:game_components |
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_programs |
gptkb:viewpoint
gptkb:software gptkb:software_framework Bioinformatics |
| 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:physicist
gptkb:Artificial_Intelligence Probability Theory Statistics |
| gptkbp:is_used_in |
gptkb:Database_Management_System
gptkb:robot Decision Making Economics Inference Recommendation Systems Social Network Analysis |