From: Random bits regression: a strong general predictor for big data
Error% | Sample | Feature | LR | KNN | NN | SVM | ELM | GBM | RF | RBR |
---|---|---|---|---|---|---|---|---|---|---|
banknote_authentication | 1372 | 4 | 1.018 | 0.146 | 0.000 | 0.000 | 0.000 | 0.801 | 0.656 | 0.000 |
Blood_Transfusion_Service_Center | 748 | 4 | 22.863 | 19.649 | 24.458 | 20.186 | 23.802 | 23.667 | 24.596 | 19.521 |
Breast_Cancer_Wisconsin_Diagnostic | 569 | 30 | 5.091 | 2.810 | 8.446 | 2.456 | 8.800 | 3.863 | 4.211 | 2.281 |
Climate_Model_Simulation_Crashes | 540 | 18 | 4.259 | 7.037 | 5.556 | 7.778 | 5.926 | 6.296 | 7.593 | 3.888 |
Connectionist_Bench | 208 | 60 | 26.000 | 13.023 | 21.667 | 13.476 | 14.429 | 16.833 | 13.452 | 11.571 |
EEG_Eye_State | 14980 | 14 | 35.748 | 15.374 | 31.569 | 19.519 | 42.336 | 24.172 | 6.001 | 6.612 |
Fertility | 100 | 9 | 15.000 | 12.000 | 15.000 | 12.000 | 24.000 | 12.000 | 14.000 | 12.000 |
habermans_survival | 306 | 3 | 25.849 | 25.160 | 30.710 | 26.742 | 27.400 | 27.774 | 27.409 | 25.118 |
Hill_Valley_with_noise | 1212 | 100 | 42.001 | 45.707 | 5.280 | 46.283 | 23.422 | 50.906 | 43.065 | 4.041 |
Hill_Valley_without_noise | 1212 | 100 | 41.340 | 41.668 | 0.000 | 46.618 | 15.596 | 51.734 | 39.602 | 0.744 |
Indian_Liver_Patient | 579 | 10 | 27.828 | 27.822 | 30.206 | 28.684 | 28.336 | 28.336 | 29.189 | 27.644 |
Ionosphere | 351 | 34 | 10.262 | 10.246 | 11.984 | 5.405 | 10.278 | 6.825 | 7.405 | 5.413 |
MAGIC_Gamma_Telescope | 19020 | 10 | 20.878 | 15.857 | 13.170 | 12.976 | 22.639 | 13.991 | 11.725 | 11.435 |
QSAR_biodegradation | 1055 | 41 | 13.366 | 13.754 | 14.978 | 12.144 | 22.381 | 14.884 | 13.180 | 12.043 |
Skin_Segmentation | 245057 | 3 | 8.121 | 0.040 | 0.056 | 0.081 | 0.263 | 1.550 | 0.043 | 0.039 |
Psoriasis | 1590 | 68–88 | 40.566 | 37.044 | 42.327 | 38.176 | 38.616 | 40.818 | 40.440 | 37.170 |