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IBS Estimation on MIMIC IV

0.016Mean Absolute Estimation ErrorIPCW (KM)
0.015080.021290.02750.03371Feb 26, 2025

Evaluation results

MethodLinks
IPCW (KM)Feature Selection Strategy=Rand. 25%2025.020.016—
IPCW (CoxPH)Feature Selection Strategy=Rand. 25%2025.020.017—
Dep (CG)UWFeature Selection Strategy=Rand. 25%2025.020.021—
Dep (KM)Feature Selection Strategy=Original2025.020.023—
Dep (KM)Feature Selection Strategy=Top-102025.020.023—
Dep (CG)Feature Selection Strategy=Original2025.020.024—
Dep (CG)UWFeature Selection Strategy=Original2025.020.024—
Dep (CG)Feature Selection Strategy=Top-102025.020.024—
Dep (CG)UWFeature Selection Strategy=Top-52025.020.025—
Dep (CG)UWFeature Selection Strategy=Top-102025.020.025—
IPCW (KM)Feature Selection Strategy=Original2025.020.026—
Dep (KM)Feature Selection Strategy=Top-52025.020.026—
IPCW (KM)Feature Selection Strategy=Top-102025.020.026—
IPCW (KM)Feature Selection Strategy=Top-52025.020.027—
IPCW (CoxPH)Feature Selection Strategy=Top-52025.020.027—
Dep (CG)Feature Selection Strategy=Top-52025.020.027—
IPCW (CoxPH)Feature Selection Strategy=Top-102025.020.031—
Dep (KM)Feature Selection Strategy=Rand. 25%2025.020.031—
Dep (CG)Feature Selection Strategy=Rand. 25%2025.020.032—
IPCW (CoxPH)Feature Selection Strategy=Original2025.020.039—