Table 3.
Micro-average performance and computation time (for prediction) of kernel-based methods in Shen et al. (2014) and proposed methods in this paper
| Method | Acc | F1 score | Run. time |
|---|---|---|---|
| (%) | (%) | (ms) | |
| PPK (Peaks) | 75.74 (±6.72) | 60.59 (±14.54) | 52.37 |
| LB (Loss binary) | 76.63 (±7.03) | 61.64 (±15.48) | 1501.02 |
| LC (Loss count) | 75.33 (±5.4) | 61.25 (±13.99) | 1501.02 |
| LI (Loss intensity) | 74.54 (±8.49) | 58.46 (±16.01) | 1501.02 |
| NB (Node binary) | 79.11 (±5.02) | 67.34 (±11.75) | 1501.09 |
| NI (Node intensity) | 78.41 (±4.99) | 66.87 (±12.11) | 1501.01 |
| CPC (Common path count) | 79.02 (±7.4) | 67.55 (±12.93) | 1501.11 |
| ComFT (combining all above) | 80.98 (±6.05) | 69.04 (±11.98) | 1559.20 |
| ComALIGNF (Proposed: MKL) | 79.03 (±7.89) | 65.67 (±13.02) | 471.71 |
| SIMPLE (Proposed) | 78.33 (±6.05) | 66.70 (±13.03) | 4.57 |
| L-SIMPLE (Proposed) | 78.86 (±5.87) | 67.59 (±12.35) | 4.32 |