Research Article
Supervised Wavelet Method to Predict Patient Survival from Gene Expression Data
Table 3
Performance of different Cox models for lung cancer dataset.
| # Gene | Method | C index ± se | CPE ± se | ± se | LR ± se | IBS ± se |
| 20 | Supervised wavelet | 0.923 ± 0.005 | 0.876 ± 0.007 | 0.582 ± 0.014 | 54.986 ± 2.130 | 0.328 ± 0.015 | Supervised PCA | 0.892 ± 0.003 | 0.796 ± 0.010 | 0.471 ± 0.014 | 38.609 ± 1.637 | 0.353 ± 0.009 | Supervised PLS | 0.909 ± 0.005 | 0.801 ± 0.005 | 0.498 ± 0.008 | 40.77 ± 1.439 | 0.365 ± 0.011 |
| 15 | Supervised wavelet | 0.905 ± 0.004 | 0.846 ± 0.005 | 0.531 ± 0.007 | 45.466 ± 1.838 | 0.343 ± 0.007 | Supervised PCA | 0.894 ± 0.003 | 0.801 ± 0.007 | 0.469 ± 0.010 | 38.263 ± 1.678 | 0.349 ± 0.007 | Supervised PLS | 0.900 ± 0.002 | 0.803 ± 0.005 | 0.483 ± 0.008 | 39.954 ± 1.382 | 0.353 ± 0.009 |
| 10 | Supervised wavelet | 0.889 ± 0.006 | 0.813 ± 0.006 | 0.462 ± 0.018 | 38.357 ± 1.641 | 0.330 ± 0.010 | Supervised PCA | 0.878 ± 0.005 | 0.784 ± 0.009 | 0.441 ± 0.008 | 34.217 ± 1.671 | 0.335 ± 0.008 | Supervised PLS | 0.885 ± 0.003 | 0.788 ± 0.004 | 0.448 ± 0.007 | 36.087 ± 1.356 | 0.350 ± 0.007 |
| 5 | Supervised wavelet | 0.873 ± 0.006 | 0.795 ± 0.005 | 0.429 ± 0.001 | 31.906 ± 1.786 | 0.297 ± 0.007 | Supervised PCA | 0.853 ± 0.005 | 0.775 ± 0.006 | 0.387 ± 0.012 | 29.241 ± 1.784 | 0.315 ± 0.006 | Supervised PLS | 0.858 ± 0.005 | 0.771 ± 0.006 | 0.386 ± 0.010 | 29.650 ± 1.313 | 0.323 ± 0.006 |
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