Topic Modeling on 20 Newsgroups (test)
688PerplexityLDA Collapsed Gibbs
Evaluation Results
| Method | Links | |
|---|---|---|
| LDA Collapsed Gibbs# topics=2002017.03 | 688 | |
| LDA Collapsed Gibbs# topics=502017.03 | 728 | |
| RSBLatent dimension=50, Model category=Finite2017.06 | 785 | |
| GSMLatent dimension=50, Model category=Finite2017.06 | 787 | |
| RSB-TFModel category=Unbounded2017.06 | 788 | |
| RSBLatent dimension=200, Model category=Finite2017.06 | 792 | |
| v-NVDMDim=252018.08 | 793 | |
| GSBLatent dimension=200, Model category=Finite2017.06 | 815 | |
| GSBLatent dimension=50, Model category=Finite2017.06 | 816 | |
| GSMNumber of topics=502017.06 | 822 | |
| RSBNumber of topics=2002017.06 | 822 | |
| RSB-TFModel Type=Unbounded2017.06 | 825 | |
| GSBNumber of topics=2002017.06 | 826 | |
| GSMLatent dimension=200, Model category=Finite2017.06 | 829 | |
| GSMNumber of topics=2002017.06 | 830 | |
| v-NVDMDim=502018.08 | 830 | |
| RSBNumber of topics=502017.06 | 835 | |
| G-NVDMDim=502018.08 | 836 | |
| NVDM# topics=502017.03 | 837 | |
| NVDMLatent dimension=50, Model category=Finite2017.06 | 837 | |
| GSBNumber of topics=502017.06 | 838 | |
| v-NVDMDim=2002018.08 | 851 | |
| G-NVDMDim=2002018.08 | 852 | |
| NVDMLatent dimension=200, Model category=Finite2017.06 | 873 | |
| NVDM# topics=2002017.03 | 884 | |
| OnlineLDANumber of topics=502017.06 | 893 | |
| fDARNDim=502018.08 | 917 | |
| HDPModel Type=Unbounded2017.06 | 937 | |
| ProdLDALatent dimension=200, Model category=Finite2017.06 | 989 | |
| NVLDANumber of topics=2002017.06 | 993 | |
| ProdLDALatent dimension=50, Model category=Finite2017.06 | 1,009 | |
| OnlineLDANumber of topics=2002017.06 | 1,015 | |
| LDA DMFVI# topics=502017.03 | 1,046 | |
| LDA VAE# topics=502017.03 | 1,059 | |
| NVLDANumber of topics=502017.06 | 1,073 | |
| LDA VAE# topics=2002017.03 | 1,128 | |
| ProdLDA VAE# topics=2002017.03 | 1,168 | |
| ProdLDA VAE# topics=502017.03 | 1,172 | |
| LDA DMFVI# topics=2002017.03 | 1,195 |