Table 2:
C-index for 100 simulated test datasets in scenario 2 with complex nonlinear fixed effects (standard deviations in brackets).
| Frailty Variance | Prop. | DS | CF-Lin | CF-Int | Cox | Cox-Int | Cox-FC | TM |
|---|---|---|---|---|---|---|---|---|
| 0 | 64.42 (0.03) |
66.90 (0.03) |
73.82 (0.24) |
71.89 (0.30) |
73.82 (0.24) |
71.93 (0.40) |
70.66 (0.25) |
77.29 (0.39) |
| 1.5 | 71.03 (0.05) |
62.96 (0.03) |
68.07 (0.25) |
69.11 (0.27) |
68.51 (0.25) |
68.36 (0.30) |
67.28 (0.27) |
79.12 (0.38) |
| 2.5 | 74.43 (0.05) |
60.85 (0.04) |
69.67 (0.24) |
63.92 (0.32) |
70.61 (0.24) |
67.47 (0.30) |
62.75 (0.30) |
80.99 (0.37) |
| 3.5 | 74.67 (0.08) |
59.61 (0.07) |
69.35 (0.24) |
63.78 (0.30) |
70.77 (0.24) |
67.35 (0.30) |
62.39 (0.30) |
75.98 (0.41) |
Abbreviations: Prop. (Proposed model), DS (DeepSurv), CF-Lin (Cox frailty with linear effects), CF-Int (Cox frailty with interactions), Cox (Cox proportional hazards model), Cox-Int (Cox model with interactions), Cox-FC (Cox model with fixed clustering effects), TM (True model).