ResearchBenchmarksBinary Anomaly Detection on eICU (5-fold stratified cross-validation)Binary Anomaly Detection on eICU (5-fold stratified cross-validation)Follow0.8448AUCXGBoost0.6860960.7272980.76850.809702May 29, 2026Evaluation resultsMethodMethodLinksAUCF1 Score (Macro)F1 Score (Binary)PrecisionRecallAccuracyXGBoostn_estimators=200, max_...n_estimators=200, max_depth=6, learning_rate=0.05, subsample=0.82026.050.844856.3224.7814.9472.4279.1DEMexplanation tree depth...explanation tree depth (d)=32026.050.743455.8621.3213.6448.7782.9EBM2026.050.740352.787.9182.474.1695.4LR2026.050.692248.1415.418.8459.868.8