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

35.190033

8.150679

8.575951

L2正则项

321.228449

13.847582

8.528732

L1-L2正则项

35.190033

8.150679

8.526783

Huber正则项

57.195922

7.880510

8.525760

pop-failures

L1正则项

36.809833

10.557134

11.244063

L2正则项

120.211912

10.660716

11.239929

L1-L2正则项

46.545529

10.520184

11.238676

Huber正则项

48.078604

10.520138

11.238669

Austrian

L1正则项

35.652731

11.117176

12.453968

L2正则项

36.074329

11.119549

12.326205

L1-L2正则项

36.039073

11.116835

12.326204

Huber正则项

35.858963

11.116876

12.325953

Pima

L1正则项

37.611661

11.606959

12.429837

L2正则项

36.957709

11.611515

12.405589

L1-L2正则项

40.141959

11.605968

12.405529

Huber正则项

38.009001

11.606118

12.405528

spambase

L1正则项

1136.923789

31.880011

38.235519

L2正则项

1267.108529

31.880026

38.218157

L1-L2正则项

1175.378456

31.880006

38.218143

Huber正则项

1144.006229

31.880006

38.218143