Table 7 Number of BLESS joint category-relation (cat-rel) classes found with ICA and the different LDA variations: LDA 1 (ppmi-ceil), LDA 2 (ppmi-ceil long) and LDA 3 (no weighting), strict (S) and lax (L) condition, and different model sizes
From: Exploratory analysis of semantic categories: comparing data-driven and human similarity judgments
| Â | Â | Model size | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Â | Model type | 10 | 20 | 30 | 40 | 50 | 60 | 80 | 100 | |
| Â | ICA | Â | 0 | 1.0 | 1.6 | 2.4 | 3.7 | 3.3 | 4.1 | 7.1 |
| Â | LDA 1 | Â | 0 | 0.8 | 1.2 | 2.0 | 3.3 | 3.6 | 4.5 | 5.2 |
S | LDA 2 | Â | 0 | 1.1 | 1.2 | 2.0 | 3.6 | 4.2 | 3.7 | 5.7 |
| Â | LDA 3 | Â | 0 | 0 | 0 | 0 | 0 | 0.1 | 0.3 | 0.1 |
| Â | ICA-uniq | Â | 0 | 1.0 | 1.6 | 2.4 | 3.7 | 3.3 | 4.1 | 7.1 |
| Â | LDA 1-uniq | Â | 0 | 0.8 | 1.2 | 2.0 | 3.3 | 3.5 | 4.3 | 5.2 |
| Â | LDA 2-uniq | Â | 0 | 1.1 | 1.2 | 2.0 | 3.6 | 4.1 | 3.6 | 5.2 |
| Â | LDA 3-uniq | Â | 0 | 0 | 0 | 0 | 0 | 0.1 | 0.3 | 0.1 |
| Â | ICA | Â | 3.3 | 8.0 | 17.5 | 18.3 | 23.9 | 25.6 | 35.7 | 42.6 |
| Â | LDA 1 | Â | 1.8 | 5.5 | 12.4 | 17.0 | 22.7 | 25.1 | 28.4 | 33.0 |
L | LDA 2 | Â | 1.8 | 5.5 | 13.5 | 16.9 | 21.7 | 23.3 | 30.7 | 33.6 |
| Â | LDA 3 | Â | 2.6 | 3.3 | 6.6 | 7.1 | 8.5 | 10 | 14.2 | 16.2 |
| Â | ICA-uniq | Â | 3.3 | 7.0 | 15.1 | 14.2 | 16.5 | 18.6 | 23.5 | 26.8 |
| Â | LDA 1-uniq | Â | 1.8 | 5.4 | 11.7 | 14.7 | 18.9 | 19.7 | 20.3 | 21.1 |
| Â | LDA 2-uniq | Â | 1.8 | 5.5 | 12.5 | 15.0 | 17.8 | 18.5 | 21.2 | 20.9 |
| Â | LDA 3-uniq | Â | 2.4 | 3 | 5.5 | 6.3 | 7 | 8 | 11.2 | 11.3 |