Markov Logic Network

GPTKB entity

Statements (31)
Predicate Object
gptkbp:instanceOf gptkb:model
probabilistic graphical model
statistical relational model
gptkbp:application computer vision
natural language processing
social network analysis
information extraction
gptkbp:combines gptkb:first-order_logic
gptkb:Markov_networks
gptkbp:describedBy gptkb:Markov_Logic_Networks_(Journal_of_Machine_Learning_Research,_2006)
gptkbp:enables joint probabilistic inference
soft constraints in logic
gptkbp:formalism set of weighted first-order logic formulas
https://www.w3.org/2000/01/rdf-schema#label Markov Logic Network
gptkbp:inferenceMethod gptkb:Markov_Chain_Monte_Carlo
belief propagation
gptkbp:introduced gptkb:Matthew_Richardson
gptkb:Pedro_Domingos
gptkbp:introducedIn 2006
gptkbp:learns weights of logic formulas
gptkbp:openSource gptkb:magic
gptkb:ProbCog
gptkb:Tuffy
gptkbp:relatedTo gptkb:Markov_random_field
Boltzmann machine
probabilistic logic
gptkbp:usedFor gptkb:knowledge_representation
statistical inference
uncertain reasoning
gptkbp:bfsParent gptkb:MLN
gptkbp:bfsLayer 6