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gptkbp:instanceOf
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Graphical Model
|
|
gptkbp:citation
|
gptkb:IEEE_Transactions_on_Information_Theory
|
|
gptkbp:consistsOf
|
Factor Nodes
Variable Nodes
|
|
gptkbp:describes
|
Global Function as Product of Local Functions
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|
gptkbp:edge
|
Undirected Edge
|
|
gptkbp:enables
|
Belief Propagation
Sum-Product Algorithm
|
|
gptkbp:generalizes
|
gptkb:Markov_Random_Field
gptkb:Bayesian_Network
|
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gptkbp:hasApplication
|
gptkb:Natural_Language_Processing
gptkb:Speech_Recognition
Image Processing
LDPC Codes
Turbo Codes
|
|
gptkbp:hasProperty
|
Scalability
Efficient Inference
Modularity
Bipartite Structure
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
Factor Graph
|
|
gptkbp:introduced
|
gptkb:Brendan_J._Frey
Frank R. Kschischang
Hans-Andrea Loeliger
|
|
gptkbp:introducedIn
|
1998
|
|
gptkbp:limitation
|
Complexity in Large Graphs
Difficult Exact Inference with Cycles
Loops Cause Approximate Inference
|
|
gptkbp:referencedIn
|
Kschischang, Frey, Loeliger (2001), Factor Graphs and the Sum-Product Algorithm
|
|
gptkbp:relatedTo
|
gptkb:Markov_Random_Field
gptkb:Bayesian_Network
|
|
gptkbp:represents
|
Factorization of Functions
|
|
gptkbp:supportsAlgorithm
|
Belief Propagation
Max-Product Algorithm
Sum-Product Algorithm
|
|
gptkbp:type
|
Factor Node
Variable Node
|
|
gptkbp:usedFor
|
Marginalization
Inference
Message Passing Algorithms
|
|
gptkbp:usedIn
|
gptkb:Computer_Vision
gptkb:Machine_Learning
gptkb:artificial_intelligence
gptkb:Statistical_Physics
gptkb:Probabilistic_Graphical_Models
Error-Correcting Codes
|
|
gptkbp:visualizes
|
Bipartite Graph
|
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gptkbp:bfsParent
|
gptkb:Graphical_Models
|
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gptkbp:bfsLayer
|
7
|