Markov random field

GPTKB entity
AI-created image of Markov random field
AI-created image

Statements (48)
Predicate Object
gptkbp:instanceOf gptkb:mathematical_concept
gptkb:probabilistic_graphical_model
gptkbp:alsoKnownAs undirected graphical model
gptkbp:application natural language processing
image segmentation
protein structure prediction
restoration of images
spatial data modeling
gptkbp:characterizedBy gptkb:graph
gptkbp:contrastsWith directed graphical model
gptkbp:describes joint distribution of random variables
gptkbp:form factorization over cliques
gptkbp:generalizes gptkb:Markov_chain
gptkbp:inferenceMethod gptkb:Gibbs_sampling
belief propagation
mean field approximation
gptkbp:namedAfter gptkb:Andrey_Markov
gptkbp:property global Markov property
local Markov property
pairwise Markov property
gptkbp:relatedTo gptkb:Ising_model
gptkb:Markov_property
gptkb:conditional_random_field
gptkb:energy-based_model
gptkb:clique
gptkb:Potts_model
gptkb:Gibbs_distribution
gptkb:Markov_chain
gptkb:Hammersley–Clifford_theorem
gptkb:Boltzmann_machine
gptkb:graphical_model
maximum likelihood estimation
partition function
conditional independence
parameter learning
potential function
gptkbp:studiedIn gptkb:artificial_intelligence
gptkb:probability_theory
statistics
graph theory
gptkbp:usedIn gptkb:machine_learning
computer vision
spatial statistics
statistical physics
image analysis
gptkbp:bfsParent gptkb:exponential_family
gptkbp:bfsLayer 5
https://www.w3.org/2000/01/rdf-schema#label Markov random field