Survival Analysis on Linear Synthetic Data (train)
0.869C-indexKAN-AFT-BuckleyJames
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KAN-AFT-BuckleyJamesapproach=Buckley-James2025.12 | 0.869 | 0.25 | |
| AFT-Log-normaldistribution=Log-normal2025.12 | 0.8686 | 1.1389 | |
| AFT-Weibulldistribution=Weibull2025.12 | 0.8684 | 1.1223 | |
| AFT-Log-logisticdistribution=Log-logistic2025.12 | 0.8684 | 1.1376 | |
| KAN-AFT-Transformapproach=Transform2025.12 | 0.8675 | 0.2616 | |
| KAN-AFT-IPCWapproach=IPCW2025.12 | 0.8641 | 0.3333 | |
| DeepAFT-BuckleyJamesapproach=Buckley-James2025.12 | 0.8241 | 4.3393 | |
| DeepAFT-Transformapproach=Transform2025.12 | 0.8158 | 3.9888 | |
| DeepAFT-IPCWapproach=IPCW2025.12 | 0.807 | 2.2439 |