Isotonic Survival Regression: Calibrated Survival Distributions from Deep Cox Models
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In three linesPost hoc calibration method for Deep Cox models using isotonic regression. Improves calibration of predicted survival probabilities without affecting discriminative power. Theoretical guarantees including double-robustness and asymptotic calibration, validated on synthetic and real-world clinical data.Read source
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