Table 11 Complexity analysis of ML and DL model on DTI Datasets.
Dataset | Model name | Training time (s) | Prediction time (s) | Total time (s) |
|---|---|---|---|---|
BindingDB_Kd | DTC | 2.808 | 0.007 | 2.814 |
MLP | 57.502 | 0.047 | 57.548 | |
RFC | 11.697 | 0.206 | 11.903 | |
FCNN | 56.124 | 1.114 | 57.239 | |
MHA-FCNN | 60.584 | 1.482 | 62.066 | |
DeepLPI | 81.352 | 1.288 | 82.640 | |
BarlowDTI | 129.176 | 1.293 | 130.469 | |
Komet | 83.035 | 1.266 | 84.301 | |
BindingDB_Ki | DTC | 13.721 | 0.057 | 13.778 |
MLP | 553.865 | 0.194 | 554.059 | |
RFC | 76.017 | 2.423 | 78.440 | |
FCNN | 309.454 | 5.399 | 314.854 | |
MHA-FCNN | 330.942 | 5.125 | 336.067 | |
DeepLPI | 454.559 | 5.170 | 459.729 | |
BarlowDTI | 731.753 | 5.097 | 736.850 | |
Komet | 465.687 | 5.162 | 470.849 | |
BindingDB_IC50 | DTC | 52.293 | 0.163 | 52.456 |
MLP | 741.861 | 0.550 | 742.411 | |
RFC | 244.949 | 7.019 | 251.967 | |
FCNN | 872.200 | 14.611 | 886.811 | |
MHA-FCNN | 913.661 | 14.015 | 927.676 | |
DeepLPI | 1285.881 | 13.784 | 1299.665 | |
BarlowDTI | 2115.441 | 13.698 | 2129.139 | |
Komet | 1336.914 | 13.869 | 1350.783 |
