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Topic Modeling on 20 Newsgroups (test)

688PerplexityLDA Collapsed Gibbs
667.72804.61941.51,078.39Mar 4, 2017Jun 2, 2017Sep 1, 2017Dec 1, 2017Mar 2, 2018Jun 1, 2018Aug 31, 2018

Evaluation results

MethodLinks
LDA Collapsed Gibbs# topics=2002017.03688
LDA Collapsed Gibbs# topics=502017.03728
RSBLatent dimension=50, Model category=Finite2017.06785
GSMLatent dimension=50, Model category=Finite2017.06787
RSB-TFModel category=Unbounded2017.06788
RSBLatent dimension=200, Model category=Finite2017.06792
v-NVDMDim=252018.08793
GSBLatent dimension=200, Model category=Finite2017.06815
GSBLatent dimension=50, Model category=Finite2017.06816
GSMNumber of topics=502017.06822
RSBNumber of topics=2002017.06822
RSB-TFModel Type=Unbounded2017.06825
GSBNumber of topics=2002017.06826
GSMLatent dimension=200, Model category=Finite2017.06829
GSMNumber of topics=2002017.06830
v-NVDMDim=502018.08830
RSBNumber of topics=502017.06835
G-NVDMDim=502018.08836
NVDM# topics=502017.03837
NVDMLatent dimension=50, Model category=Finite2017.06837
GSBNumber of topics=502017.06838
v-NVDMDim=2002018.08851
G-NVDMDim=2002018.08852
NVDMLatent dimension=200, Model category=Finite2017.06873
NVDM# topics=2002017.03884
OnlineLDANumber of topics=502017.06893
fDARNDim=502018.08917
HDPModel Type=Unbounded2017.06937
ProdLDALatent dimension=200, Model category=Finite2017.06989
NVLDANumber of topics=2002017.06993
ProdLDALatent dimension=50, Model category=Finite2017.061,009
OnlineLDANumber of topics=2002017.061,015
LDA DMFVI# topics=502017.031,046
LDA VAE# topics=502017.031,059
NVLDANumber of topics=502017.061,073
LDA VAE# topics=2002017.031,128
ProdLDA VAE# topics=2002017.031,168
ProdLDA VAE# topics=502017.031,172
LDA DMFVI# topics=2002017.031,195