Table 8. GridSearchCV experiment comparing accuracy and execution time (s) of LR and the proposed FBLR method with regularization on OpenML datasets.
| Filename | LR ACC | FBLR ACC | LR time (s) | FBLR time (s) | Speedup | 
|---|---|---|---|---|---|
| Kits | – | 0.5667 | – | 18,761.8684 | – | 
| Road-safety | 0.6949 | 0.6951 | 191.0991 | 5.8685 | 32.56 | 
| Creditcard | 0.9992 | 0.9990 | 49.9478 | 11.1041 | 4.5 | 
| Airlines2 | 0.5965 | 0.5956 | 92.7151 | 5.9504 | 15.58 | 
| Colon | 0.9740 | 0.9740 | 145.2604 | 77.7610 | 1.87 |