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. 2025 Feb 28;11:e2723. doi: 10.7717/peerj-cs.2723

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