Survival Analysis on Non Linear Synthetic Data (test)
0.8419C-indexKAN-AFT-BuckleyJames
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KAN-AFT-BuckleyJamesapproach=BuckleyJames2025.12 | 0.8419 | 0.2995 | |
| KAN-AFT-Transformapproach=Transform2025.12 | 0.8365 | 0.2853 | |
| KAN-AFT-IPCWapproach=IPCW2025.12 | 0.8281 | 0.4087 | |
| DeepAFT-IPCWapproach=IPCW2025.12 | 0.7797 | 4.3852 | |
| DeepAFT-Transformapproach=Transform2025.12 | 0.756 | 6.1042 | |
| AFT-Log-logisticdistribution=Log-logistic2025.12 | 0.7328 | 6.7034 | |
| AFT-Log-normaldistribution=Log-normal2025.12 | 0.7293 | 6.7199 | |
| AFT-Weibulldistribution=Weibull2025.12 | 0.7251 | 7.2768 | |
| DeepAFT-BuckleyJamesapproach=BuckleyJames2025.12 | 0.7228 | 6.4105 |