Table 6.
Empirical distribution of the winning tool (smallest Monte Carlo distance).
| Model 1 | PFA | DT | PNN | KNN | RProp | NB |
|---|---|---|---|---|---|---|
| Walk | 31.50 | 22.50 | 21.50 | 22.50 | 1.00 | 1.00 |
| Rnd_Walk | 99.00 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| Crash | 43.30 | 10.30 | 10.30 | 10.30 | 24.30 | 1.50 |
| Rnd_Crash | 63.33 | 3.00 | 5.00 | 4.33 | 21.00 | 3.33 |
| Zigzag | 95.17 | 0.92 | 0.92 | 0.92 | 0.92 | 1.17 |
| Rnd_Zigzag | 93.17 | 1.50 | 1.50 | 1.50 | 1.17 | 1.17 |
| Average | 70.91 | 6.54 | 6.54 | 6.59 | 8.06 | 1.36 |
| Model 2 | PFA | DT | PNN | KNN | RProp | NB |
| Walk | 29.95 | 21.25 | 4.70 | 5.12 | 7.95 | 31.03 |
| Rnd_Walk | 58.67 | 16.50 | 16.00 | 4.50 | 2.17 | 2.17 |
| Crash | 9.50 | 22.00 | 22.33 | 8.83 | 37.17 | 0.17 |
| Rnd_Crash | 31.00 | 24.00 | 7.50 | 4.50 | 33.00 | 0.00 |
| Zigzag | 26.50 | 30.50 | 17.33 | 22.33 | 1.67 | 1.67 |
| Rnd_Zigzag | 34.33 | 15.92 | 8.92 | 17.08 | 22.08 | 1.67 |
| Average | 31.66 | 21.69 | 12.80 | 10.39 | 17.34 | 6.12 |
| Model 3 | PFA | DT | PNN | KNN | RProp | NB |
| Walk | 31.12 | 16.83 | 8.28 | 5.45 | 8.37 | 29.95 |
| Rnd_Walk | 49.00 | 15.50 | 10.00 | 5.50 | 15.00 | 5.00 |
| Crash | 13.00 | 50.00 | 12.33 | 10.33 | 7.17 | 7.17 |
| Rnd_Crash | 11.67 | 37.17 | 10.67 | 20.67 | 19.83 | 0.00 |
| Zigzag | 7.42 | 39.67 | 11.42 | 28.42 | 11.42 | 1.67 |
| Rnd_Zigzag | 8.67 | 47.67 | 9.17 | 22.17 | 10.67 | 1.67 |
| Average | 20.15 | 34.47 | 10.31 | 15.42 | 12.08 | 7.58 |