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 |