Table 3.
Median classification error (in percentage) on e-mail spam data when the size of the training data varies. Standard errors are in the parentheses.
| % | FANS | FANS2 | ROAD | PLR | penGAM | LDA | NB | FAIR | SVM |
|---|---|---|---|---|---|---|---|---|---|
| 5 | 11.1(2.6) | 10.5(1.1) | 13.6(0.9) | 13.5(1.7) | - | 13.6(1.1) | 10.5(5.0) | 15.6(1.7) | 11.2(0.8) |
| 10 | 8.7(2.4) | 8.5(0.9) | 11.3(0.8) | 10.5(1.1) | - | 11.3(0.9) | 10.7(4.2) | 13.5(0.9) | 9.4(0.7) |
| 20 | 8.0(2.1) | 7.7(0.7) | 10.6(0.6) | 9.0(0.8) | - | 10.3(0.6) | 10.7(5.3) | 12.4(0.7) | 8.1(0.7) |
| 30 | 7.8(1.7) | 7.4(0.5) | 10.3(0.4) | 8.9(0.6) | 9.2(0.6) | 10.1(0.5) | 10.7(4.0) | 11.7(0.4) | 7.4(0.6) |
| 40 | 7.2(2.2) | 6.9(0.5) | 10.1(0.5) | 9.0(0.6) | 8.6(0.5) | 10.0(0.4) | 10.5(5.1) | 11.5(0.6) | 7.0(0.5) |
| 50 | 7.4(2.2) | 7.0(0.5) | 9.9(0.5) | 8.5(0.6) | 8.3(0.5) | 9.9(0.4) | 10.7(4.1) | 11.8(0.6) | 6.9(0.5) |
| 60 | 7.4(2.2) | 6.8(0.5) | 9.8(0.6) | 9.3(0.6) | 7.8(0.6) | 9.5(0.5) | 10.6(4.8) | 11.8(0.7) | 6.5(0.6) |
| 70 | 7.2(1.6) | 6.4(0.6) | 9.5(0.7) | 9.2(0.7) | 7.4(0.7) | 9.4(0.6) | 10.5(4.6) | 11.4(0.7) | 6.4(0.7) |
| 80 | 6.9(1.6) | 6.3(0.7) | 9.4(0.6) | 9.3(0.9) | 7.4(0.8) | 9.2(0.6) | 10.4(4.7) | 11.4(0.8) | 6.3(0.9) |