Table 7. Single-run experiment comparing accuracy and execution time (s) of LR and proposed FBLR method without regularization on OpenML datasets.

Filename	LR ACC	FBLR ACC	LR time (s)	FBLR time (s)	Speedup
Kits	0.5700	0.5633	4.5378	0.6795	6.6780
Road-safety	0.6935	0.6956	3.7074	0.1517	24.4337
Creditcard	0.9991	0.9990	3.4729	0.2766	12.5530
Airlines2	0.5965	0.5939	5.0756	0.1051	48.3072
Colon	0.9740	0.9680	10.6571	1.0858	9.8149