Table 1.
Equal correlation setting, fixed signal: Median of the percentage for testing classification error and standard deviations (in parentheses). Signal all equal to 1. s0 = 10.
| ρ | ROAD | S-ROAD1 | S-ROAD2 | D-ROAD | SCRDA | NSC | FAIR | NB | Oracle |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 6.0(1.2) | 6.0(1.1) | 6.0(1.2) | 5.7(1.1) | 6.3(1.0) | 5.9(1.0) | 5.7(1.0) | 11.2(1.4) | 5.5(1.1) |
| 0.1 | 6.3(2.5) | 12.2(5.0) | 8.8(2.4) | 11.6(5.1) | 10.3(1.4) | 11.1(3.0) | 12.4(1.4) | 26.8(10.1) | 5.0(0.9) |
| 0.2 | 5.3(1.0) | 16.0(6.3) | 8.7(2.5) | 16.1(7.5) | 8.5(1.2) | 14.5(4.3) | 17.3(1.7) | 34.8(11.6) | 4.0(0.8) |
| 0.3 | 4.2(0.9) | 19.1(7.9) | 7.8(2.6) | 19.1(9.4) | 6.6(1.1) | 17.1(5.5) | 20.8(1.7) | 39.3(12.3) | 3.2(0.7) |
| 0.4 | 3.2(0.8) | 22.8(9.4) | 6.5(2.6) | 22.2(9.9) | 4.8(1.0) | 20.5(6.1) | 23.2(1.8) | 41.6(11.3) | 2.0(0.6) |
| 0.5 | 2.0(0.6) | 25.8(11.0) | 4.8(1.4) | 25.2(10.2) | 2.9(0.7) | 23.2(6.0) | 25.3(1.6) | 43.5(11.1) | 1.3(0.5) |
| 0.6 | 1.0(0.4) | 18.3(12.4) | 3.3(1.3) | 28.1(10.3) | 1.5(0.5) | 25.8(5.7) | 26.8(1.8) | 44.4(12.1) | 0.7(0.3) |
| 0.7 | 0.3(0.2) | 15.5(13.6) | 1.7(1.0) | 29.1(10.1) | 0.5(0.3) | 27.0(8.2) | 28.2(2.0) | 45.2(12.3) | 0.2(0.2) |
| 0.8 | 0.0(0.1) | 5.0(14.0) | 0.3(0.4) | 29.5(9.9) | 0.0(0.1) | 28.3(8.7) | 29.2(2.0) | 46.2(10.3) | 0.0(0.1) |
| 0.9 | 0.0(0.0) | 0.6(14.8) | 0.0(0.1) | 30.3(7.6) | 0.0(0.2) | 29.9(8.0) | 30.2(1.9) | 46.8(8.8) | 0.0(0.0) |