Table 4. Performance of LR solvers on the roadsafety dataset.

Solver	Penalty	Time (s)	Accuracy
Newton-CG	$L_2$	6.7949	0.6949
Newton-CG	No regularization	5.5673	0.6949
LBFGS	$L_2$	59.4638	0.6211
LBFGS	No regularization	55.8338	0.6290
LIBLINEAR	$L_1$	39.889	0.6949
LIBLINEAR	$L_2$	3.5751	0.6935
SAG	$L_2$	42.6379	0.5819
SAG	No regularization	42.5621	0.5820
SAGA	$L_1$	99.0867	0.5821
SAGA	$L_2$	85.0862	0.5821
SAGA	ElasticNet ( $\alpha =0.5$)	99.3389	0.5821
SAGA	No regularization	85.9067	0.5821