Dynamic Survival Analysis on 5 dynamic datasets (aggregate)
0.65C-Index (Value)MITRA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MITRADiscretization bins (K)=5, Prediction times=t1, t2, t3, Setting=Dynamic2026.01 | 0.65 | 3.8 | 1,005 | 0.693 | 2.2 | 1,053 | 0.099 | 1.8 | 1,064 | 2.6 | 1,041 | |
| Joint ModelDiscretization bins (K)=5, Prediction times=t1, t2, t3, Setting=Dynamic2026.01 | 0.647 | 3.4 | 1,018 | 0.642 | 3.6 | 1,012 | 0.111 | 3.2 | 1,024 | 3.4 | 1,018 | |
| Landmark CoxDiscretization bins (K)=5, Prediction times=t1, t2, t3, Setting=Dynamic2026.01 | 0.615 | 3.8 | 1,006 | 0.611 | 3.6 | 1,010 | 0.13 | 3.8 | 1,005 | 3.7 | 1,007 | |
| Landmark RSFDiscretization bins (K)=5, Prediction times=t1, t2, t3, Setting=Dynamic2026.01 | 0.603 | 4 | 1,000 | 0.605 | 4 | 1,000 | 0.104 | 3 | 1,028 | 3.7 | 1,009 | |
| Dynamic DeepHitDiscretization bins (K)=5, Prediction times=t1, t2, t3, Setting=Dynamic2026.01 | 0.59 | 4.2 | 995 | 0.544 | 5.6 | 954 | 0.219 | 6.8 | 920 | 5.5 | 956 | |
| TabPFNDiscretization bins (K)=5, Prediction times=t1, t2, t3, Setting=Dynamic2026.01 | 0.567 | 4 | 999 | 0.632 | 4.4 | 988 | 0.121 | 4.8 | 976 | 4.4 | 988 | |
| XGBoostDiscretization bins (K)=5, Prediction times=t1, t2, t3, Setting=Dynamic2026.01 | 0.532 | 4.8 | 977 | 0.6 | 4.6 | 983 | 0.123 | 4.6 | 982 | 4.7 | 981 |