Fast Training Logistic Regression via Adaptive Sampling

Table 3

of three algorithms on seven datasets.

Dataset	LR-GD		LR-DSG		LLR-AS
	Std	Mean	Std	Mean	Std	Mean
Cifa	0.003	0.904	0.003	0.901	0.003	0.904
Cod-rna	0.142	0.782	0.005	0.888	0.060	0.851
Covtype	0.103	0.665	0.117	0.682	0.145	0.655
Ijcnn1	0.004	0.794	0.004	0.794	0.011	0.841
Mnist	0.002	0.711	0.003	0.713	0.005	0.722
Skin-nonskin	0.002	0.583	0.002	0.573	0.005	0.589
Susy	0.002	0.680	0.002	0.681	0.005	0.689
Average	0.731		0.747		0.750
Median	0.711		0.711		0.722