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. 2025 Jan 30;11:e2579. doi: 10.7717/peerj-cs.2579

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