|
gptkbp:instanceOf
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gptkb:algorithm
|
|
gptkbp:assumes
|
documents are mixtures of topics
topics are distributions over words
|
|
gptkbp:category
|
generative model
Bayesian model
|
|
gptkbp:citation
|
over 30,000
|
|
gptkbp:field
|
gptkb:machine_learning
natural language processing
|
|
gptkbp:fullName
|
gptkb:Latent_Dirichlet_Allocation
|
|
https://www.w3.org/2000/01/rdf-schema#label
|
LDA
|
|
gptkbp:hyperparameter
|
alpha
beta
number of topics
|
|
gptkbp:implementedIn
|
gptkb:Gensim
gptkb:MALLET
gptkb:scikit-learn
|
|
gptkbp:input
|
text documents
|
|
gptkbp:introduced
|
gptkb:Michael_Jordan
gptkb:Andrew_Ng
gptkb:David_Blei
|
|
gptkbp:introducedIn
|
2003
|
|
gptkbp:output
|
topics
|
|
gptkbp:publishedIn
|
gptkb:Journal_of_Machine_Learning_Research
|
|
gptkbp:relatedTo
|
gptkb:PLSA
gptkb:Gibbs_sampling
probabilistic graphical models
unsupervised learning
variational inference
document clustering
|
|
gptkbp:usedFor
|
topic modeling
|
|
gptkbp:bfsParent
|
gptkb:Laser_Doppler_anemometer
gptkb:Lauda
gptkb:Lauda_Air
gptkb:Liga_Deportiva_Alajuelense
gptkb:local_density_approximation
gptkb:Ireland–Claisen_rearrangement
gptkb:LD_Alajuelense
|
|
gptkbp:bfsLayer
|
6
|