Table 2 Results on 20 datasets.
From: Insulator detection in transmission line based on Log AdaBoost
Dataset | Convergence-cost | Test-error | ||||
|---|---|---|---|---|---|---|
L-AB | G-AB | M-AB | L-AB | G-AB | M-AB | |
BreastEW | 8 | 10 | 10 | 0.0320 | 0.0371 | 0.0373 |
Breast Cancer(WDBC) | 10 | 11 | 9 | 0.0283 | 0.0353 | 0.0459 |
Banknote | 13 | 11 | 14 | 0.0014 | 0.0035 | 0.0043 |
Blood | 1287 | 1237 | 843 | 0.2492 | 0.2451 | 0.2610 |
Bupa | 107 | 102 | 88 | 0.2601 | 0.2782 | 0.2945 |
Bankruptcy | 3 | 3 | 3 | 0.0083 | 0.0083 | 0.0083 |
Breast Cancer Wisconsin | 21 | 23 | 25 | 0.0323 | 0.0354 | 0.0370 |
Cancer | 23 | 23 | 25 | 0.0295 | 0.0309 | 0.0304 |
Caesarian | 51 | 49 | 61 | 0.4462 | 0.4595 | 0.4981 |
Ecoli | 5 | 7 | 5 | 0.0253 | 0.0253 | 0.0213 |
Fertility | 16 | 16 | 23 | 0.1622 | 0.1869 | 0.2220 |
Glass | 17 | 18 | 21 | 0.3743 | 0.3645 | 0.4145 |
HeartEW | 33 | 42 | 9 | 0.2085 | 0.2285 | 0.2374 |
Heart Disease | 44 | 50 | 64 | 0.2096 | 0.2232 | 0.2143 |
Haberman’s Survival | 225 | 220 | 420 | 0.3399 | 0.3595 | 0.3660 |
Ionosphere | 15 | 11 | 13 | 0.0745 | 0.0802 | 0.0808 |
Planning Relax | 27 | 29 | 34 | 0.3690 | 0.3869 | 0.4190 |
Raisin | 155 | 134 | 173 | 0.1572 | 0.1686 | 0.1577 |
Sonar | 12 | 8 | 10 | 0.1585 | 0.1545 | 0.1735 |
Wine Quality(red) | 370 | 342 | 505 | 0.2165 | 0.2273 | 0.2219 |
