Table 2.
Computation time (in seconds) comparison for FANS, SVM, ROAD and penGAM. The parallel computing technique is applied. Standard errors are in the parentheses.
| Ex(ρ) | FANS | FANS(para) | SVM | ROAD | penGAM |
|---|---|---|---|---|---|
| 1(0) | 12.0(2.6) | 3.8(0.2) | 59.4(12.8) | 99.1(98.2) | 243.7(151.8) |
| 1(0.5) | 12.7(2.1) | 3.5(0.2) | 81.3(19.2) | 100.7(89.3) | 325.8(194.3) |
| 2(0.5) | 16.0(3.1) | 4.0(0.2) | 77.6(18.1) | 106.8(90.7) | 978.0(685.7) |
| 2(0.9) | 22.0(4.6) | 4.5(0.3) | 75.7(17.8) | 98.3(83.9) | 3451.1(3040.2) |
| 3(0) | 12.1(2.1) | 3.4(0.2) | 152.1(27.4) | 96.3(68.8) | 254.6(130.0) |
| 3(0.5) | 11.9(2.0) | 3.4(0.2) | 342.1(58.0) | 95.9(74.8) | 298.7(167.4) |
| 4 | 22.4(3.9) | 6.6(0.4) | 264.3(45.0) | 75.1(54.0) | 4811.9(3991.7) |