Survival Analysis on Non Linear Synthetic Data (train)
0.8505C-indexKAN-AFT-BuckleyJames
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KAN-AFT-BuckleyJamesapproach=BuckleyJames2025.12 | 0.8505 | 0.281 | |
| KAN-AFT-Transformapproach=Transform2025.12 | 0.8403 | 0.3007 | |
| KAN-AFT-IPCWapproach=IPCW2025.12 | 0.8317 | 0.4354 | |
| DeepAFT-IPCWapproach=IPCW2025.12 | 0.7892 | 4.008 | |
| DeepAFT-Transformapproach=Transform2025.12 | 0.7691 | 5.8764 | |
| DeepAFT-BuckleyJamesapproach=BuckleyJames2025.12 | 0.7477 | 6.2107 | |
| AFT-Log-logisticdistribution=Log-logistic2025.12 | 0.7432 | 6.4807 | |
| AFT-Log-normaldistribution=Log-normal2025.12 | 0.7415 | 6.4513 | |
| AFT-Weibulldistribution=Weibull2025.12 | 0.7387 | 6.9738 |