Table 4.
The average computational time (s) of various methods
| Time Window | Method | 1 Channel | Methods | |||||
|---|---|---|---|---|---|---|---|---|
| LASSO | L1-MCCA | CCA | MsetCCA | CFA | MLR | |||
| 1 s | Train | Mean | -- | 1.1881 | -- | 0.0296 | 0.0338 | 0.0063 |
| SD | -- | 0.46853 | -- | 0.00232 | 0.00036 | 0.00071 | ||
| Test | Mean | 0.0082 | 0.0024 | 0.0045 | 0.0037 | 0.0018 | 0.0026 | |
| SD | 0.00115 | 0.00068 | 0.00136 | 0.00073 | 0.00064 | 0.00049 | ||
| 4 s | Train | Mean | -- | 1.5056 | -- | 0.0315 | 0.0363 | 0.0097 |
| SD | -- | 0.44638 | -- | 0.00256 | 0.00036 | 0.00114 | ||
| Test | Mean | 0.0104 | 0.0028 | 0.0048 | 0.0055 | 0.0019 | 0.0027 | |
| SD | 0.00096 | 0.00041 | 0.00131 | 0.00050 | 0.00041 | 0.00040 | ||
The best result for the testing phase is displayed in bold.