Table 3.
Performance measures of SVR and Cox models for simulated experiments with different number of features.
Number of features | Model | c-index | Log rank test statistic | Hazard ratio |
---|---|---|---|---|
10 | SVR | 0.562 ± 0.015 | 12.281 ± 4.955 | 1.240 ± 0.063 |
Cox | 0.560 ± 0.013 | 10.662 ± 5.234 | 1.245 ± 0.060 | |
20 | SVR | 0.552 ± 0.013 | 8.589 ± 5.557 | 1.203 ± 0.048 |
Cox | 0.552 ± 0.013 | 9.289 ± 5.990 | 1.194 ± 0.054 | |
30 | SVR | 0.540 ± 0.010 | 5.070 ± 2.275 | 1.156 ± 0.042 |
Cox | 0.541 ± 0.011 | 5.510 ± 3.907 | 1.154 ± 0.041 | |
40 | SVR | 0.535 ± 0.011 | 4.900 ± 2.907 | 1.117 ± 0.029 |
Cox | 0.538 ± 0.011 | 4.367 ± 2.573 | 1.125 ± 0.035 | |
50 | SVR | 0.540 ± 0.014 | 5.234 ± 3.557 | 1.136 ± 0.054 |
Cox | 0.537 ± 0.013 | 3.874 ± 2.681 | 1.120 ± 0.047 | |
60 | SVR | 0.532 ± 0.012 | 3.474 ± 2.748 | 1.105 ± 0.039 |
Cox | 0.528 ± 0.015 | 3.723 ± 2.662 | 1.112 ± 0.052 | |
70 | SVR | 0.535 ± 0.012 | 4.134 ± 2.304 | 1.123 ± 0.036 |
Cox | 0.528 ± 0.016 | 2.774 ± 1.925∗ | 1.096 ± 0.044∗ | |
80 | SVR | 0.530 ± 0.010 | 3.171 ± 2.597 | 1.120 ± 0.036 |
Cox | 0.526 ± 0.010∗ | 1.687 ± 1.323 | 1.079 ± 0.041∗∗ | |
90 | SVR | 0.526 ± 0.013 | 2.846 ± 2.219 | 1.098 ± 0.030 |
Cox | 0.521 ± 0.012∗ | 1.720 ± 1.492∗ | 1.070 ± 0.041∗∗ | |
100 | SVR | 0.524 ± 0.012 | 1.594 ± 1.386 | 1.085 ± 0.045 |
Cox | 0.517 ± 0.014∗∗ | 1.226 ± 1.033 | 1.054 ± 0.030∗ | |
110 | SVR | 0.535 ± 0.012 | 3.738 ± 3.335 | 1.101 ± 0.048 |
Cox | 0.515 ± 0.008∗∗∗ | 0.870 ± 0.800∗∗∗ | 1.057 ± 0.024∗∗∗ | |
120 | SVR | 0.527 ± 0.012 | 1.863 ± 1.581 | 1.091 ± 0.035 |
Cox | 0.515 ± 0.015∗∗ | 1.092 ± 0.964∗ | 1.058 ± 0.033∗∗ |
∗ p value < 0.05, ∗∗ p value < 0.01, ∗∗∗ p value < 0.001 (Wilcoxon rank sum test).