Research Article
Novel Harmonic Regularization Approach for Variable Selection in Cox’s Proportional Hazards Model
Table 5
The IBS results obtained by the seven methods on the four public datasets.
| Datasets | Average IBS | | SCAD | MCP | A-Lasso | Len | | HRA |
| DLBCL (2002) | 0.207 | 0.205 | 0.205 | 0.205 | 0.198 | 0.203 | 0.205 | DLBCL (2003) | 0.121 | 0.119 | 0.12 | 0.12 | 0.12 | 0.118 | 0.119 | Lung cancer | 0.169 | 0.161 | 0.167 | 0.164 | 0.169 | 0.163 | 0.161 | AML | 0.174 | 0.174 | 0.173 | 0.172 | 0.171 | 0.173 | 0.171 |
| Datasets | Average CI | | SCAD | MCP | A-Lasso | Len | | HRA |
| DLBCL (2002) | 0.553 | 0.554 | 0.564 | 0.555 | 0.568 | 0.563 | 0.566 | DLBCL (2003) | 0.583 | 0.604 | 0.586 | 0.589 | 0.606 | 0.603 | 0.606 | Lung cancer | 0.628 | 0.634 | 0.666 | 0.646 | 0.675 | 0.673 | 0.674 | AML | 0.599 | 0.611 | 0.634 | 0.626 | 0.641 | 0.638 | 0.643 |
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In bold-the best performance.
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