数据集

正则项类型

标准正则化

随机鲁棒正则化

最坏情况鲁棒正则化

Heart

L1正则项

444.295317

0.063045

0.003982

L2正则项

41424.888749

1.895289

0.004407

L1-L2正则项

444.295317

0.063045

0.004435

Huber正则项

1275.871281

0.043919

0.004446

pop

L1正则项

416.833961

0.002358

0.000236

L2正则项

4972.827751

0.003744

0.000241

L1-L2正则项

701.468900

0.004525

0.000242

Huber正则项

751.418061

0.004521

0.000242

Austrian

L1正则项

426.470664

0.188475

0.003366

L2正则项

438.250519

0.199743

0.004387

L1-L2正则项

437.809880

0.189704

0.004387

Huber正则项

432.563523

0.189184

0.004391

Pima

L1正则项

359.405084

0.043336

0.000547

L2正则项

343.317120

0.058013

0.000561

L1-L2正则项

424.247165

0.045426

0.000561

Huber正则项

369.253361

0.045025

0.000561