Survival Analysis on Linear Synthetic Data (test)
0.875C-indexKAN-AFT-BuckleyJames
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KAN-AFT-BuckleyJamesapproach=Buckley-James2025.12 | 0.875 | 0.2879 | |
| AFT-Log-normaldistribution=Log-normal2025.12 | 0.8741 | 0.8755 | |
| AFT-Log-logisticdistribution=Log-logistic2025.12 | 0.8741 | 0.8724 | |
| KAN-AFT-Transformapproach=Transform2025.12 | 0.8727 | 0.3072 | |
| AFT-Weibulldistribution=Weibull2025.12 | 0.8724 | 0.9754 | |
| KAN-AFT-IPCWapproach=IPCW2025.12 | 0.8691 | 0.3554 | |
| DeepAFT-Transformapproach=Transform2025.12 | 0.8107 | 2.2821 | |
| DeepAFT-IPCWapproach=IPCW2025.12 | 0.8018 | 1.1326 | |
| DeepAFT-BuckleyJamesapproach=Buckley-James2025.12 | 0.7835 | 3.2239 |