Table 4. The optimal number of topics is determined by different methods for different topic models.
The best results are highlighted in bold.
Datasets | Topic models | Methods | |||
---|---|---|---|---|---|
Elbow method | AQDEB | Stability analysis | AICDR | ||
BBCsport | LDA | 13 | 13 | 5 | 5 |
NMF | 3 | 6 | 4 | 4 | |
K-Means | 5 | 13 | 5 | 5 | |
BBCNews | LDA | 3 | 17 | 5 | 6 |
NMF | 3 | 19 | 2 | 5 | |
K-Means | 3 | 16 | 6 | 6 | |
Reuters | LDA | 3 | 12 | 3 | 3 |
NMF | 3 | 7 | 4 | 3 | |
K-Means | 3 | 13 | 3 | 3 | |
AGNews | GSDMM | 3 | 19 | 3 | 4 |
SeaNMF | 3 | 16 | 3 | 5 | |
Snippets-1 | GSDMM | 4 | 12 | 4 | 4 |
SeaNMF | 18 | 4 | 4 | 4 | |
Snippets-2 | GSDMM | 3 | 19 | 3 | 3 |
SeaNMF | 3 | 11 | 3 | 3 |