Table 7.
Per-formed classifiers |
Kaggle dataset |
UCI dataset |
||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Compilation time |
Log loss |
Compilation time |
Log loss |
|||||||||
ALL | UVS | IGS | ALL | UVS | IGS | ALL | UVS | IGS | ALL | UVS | IGS | |
RF | 36.7 | 32.7 | 26.3 | 1.51 | 1.16 | 0.87 | 33.6 | 29.3 | 24.9 | 1.72 | 1.32 | 0.94 |
DT | 24 | 20.9 | 21.5 | 1.84 | 1.30 | 0.97 | 30 | 21.7 | 22.3 | 1.97 | 1.39 | 1.09 |
KNN | 508 | 217 | 224 | 2.15 | 3.63 | 1.26 | 445 | 198 | 202 | 1.63 | 1.22 | 0.88 |
RDKVT | 520 | 282 | 277 | 1.32 | 0.89 | 0.58 | 478 | 267 | 221 | 1.47 | 0.91 | 0.67 |
RDKST | 470 | 243 | 257 | 0.73 | 0.77 | 0.34 | 504 | 232 | 249 | 1.25 | 0.83 | 0.48 |