Fast Training Logistic Regression via Adaptive Sampling

Table 4

The relative speed on seven datasets.

Dataset	LLR-AS vs LR-GD		LLR-AS vs LR-DSG
	Std	Mean	Std	Mean
Cifa	3.049	109.339	0.003	1.461
Cod-rna	3.456	111.260	0.203	3.067
Covtype	9.659	270.898	0.348	3.945
Ijcnn1	4.641	64.132	0.004	1.070
Mnist	5.014	83.377	0.003	1.082
Skin-nonskin	1.036	20.282	0.004	1.243
Susy	4.887	91.942	0.009	1.031
Average	107.319		1.843