Table 4 Performance of each classifier in terms of precision (p), recall (r) and f-measure (f).
From: Combining classifiers for robust PICO element detection
| Â | P-element | I-element I-element | O-element | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Â | p | r | f | p | r | f | p | r | f |
BL | 52.1 | 52.1 | 52.1 | 21.9 | 21.9 | 21.9 | 20.0 | 20.0 | 20.0 |
J48 | 79.7 | 75.8 | 77.7 | 57.3 | 54.6 | 55.9 | 49.7 | 42.0 | 45.5 |
NB | 66.9 | 65.0 | 66.0 | 50.1 | 47.9 | 49.0 | 48.6 | 47.7 | 48.1 |
RF | 86.7 | 81.3 | 83.9 | 67.2 | 60.2 | 63.5 | 55.7 | 46.2 | 50.6 |
SVM | 94.6 | 61.2 | 74.3 | 79.6 | 26.1 | 39.3 | 75.4 | 10.9 | 19.0 |
MLP | 86.3 | 84.5 | 85.4 | 67.1 | 65.6 | 66.3 | 57.0 | 54.5 | 55.7 |
F1 | 89.9 | 78.2 | 83.6 | 71.2 | 55.2 | 62.2 | 62.6 | 42.7 | 50.8 |
F2 | 86.2 | 85.0 | 85.6 | 66.5 | 64.8 | 65.6 | 57.2 | 54.8 | 56.0 |
F3 | 86.9 | 85.7 | 86.3 | 67.8 | 66.3 | 67.0 | 57.7 | 55.7 | 56.6 |