|
gptkbp:instanceOf
|
gptkb:conditional_random_field
gptkb:probabilistic_graphical_model
|
|
gptkbp:featureFunction
|
arbitrary, overlapping features
|
|
gptkbp:hasModel
|
conditional probability distribution
|
|
gptkbp:inferenceAlgorithm
|
gptkb:Viterbi_algorithm
forward-backward algorithm
|
|
gptkbp:introduced
|
gptkb:Andrew_McCallum
gptkb:Fernando_Pereira
gptkb:John_Lafferty
|
|
gptkbp:introducedIn
|
2001
|
|
gptkbp:openSource
|
gptkb:Wapiti
gptkb:CRF++
gptkb:CRFsuite
gptkb:sklearn-crfsuite
|
|
gptkbp:publishedIn
|
gptkb:Proceedings_of_the_18th_International_Conference_on_Machine_Learning_(ICML_2001)
|
|
gptkbp:relatedTo
|
gptkb:Markov_chain
maximum entropy Markov model
|
|
gptkbp:structure
|
chain-structured graph
|
|
gptkbp:trainer
|
gptkb:L-BFGS
gradient descent
maximum likelihood estimation
stochastic gradient descent
|
|
gptkbp:usedFor
|
bioinformatics
part-of-speech tagging
named entity recognition
sequence labeling
|
|
gptkbp:bfsParent
|
gptkb:Conditional_Random_Field
|
|
gptkbp:bfsLayer
|
8
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
linear-chain CRF
|