Table 4 Execution times (in Second) of the preprocessing, training, and testing steps of the PC-mer and MLDSP-GUI
Test-1 | Test-2 | Test-3a | Test-3b | Test-4 | Test-5 | Test-6 | |
|---|---|---|---|---|---|---|---|
Preprocessing (PC-mer) | 15.12 | 9.94 | 1.38 | 0.43 | 1.15 | 1.25 | 0.87 |
Preprocessing (MLDSP-FCGR) | 10.55 | 8.26 | 1.02 | 0.55 | 0.43 | 0.46 | 0.29 |
tenfold cross-validation (PC-mer) | 230.63 | 163.44 | 1.84 | 0.99 | 1.47 | 1.02 | 0.35 |
tenfold cross-validation (MLDSP-FCGR) | 250.01 | 168.63 | 5.11 | 1.95 | 2.04 | 2.4 | 1.85 |
Testing (PC-mer) | 0.78 | 0.745 | 0.05 | 0.02 | 0.03 | - | - |
Testing (MLDSP-FCGR) | 62.77 | 45.97 | 5.82 | 3.06 | 3.01 | - | - |
Total time (PC-mer) | 246.53 | 174.12 | 3.27 | 1.45 | 2.65 | 2.27 | 1.22 |
Total time (MLDSP-FCGR) | 323.33 | 222.86 | 11.95 | 5.56 | 5.48 | 2.86 | 2.14 |
Improvement by PC-mer (%) | 23.75 | 21.87 | 72.64 | 73.92 | 51.64 | 20.63 | 42.99 |