← Mortality Prediction

Papers with Code · CC BY-SA 4.0

MIMIC-III

아카이브 평가 13건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
Random Forest	F1 score 0.97 Precision 0.97 Recall 0.97	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
Gaussian SVM	F1 score 0.96 Precision 0.95 Recall 0.96	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
Decision Tree	F1 score 0.91 Precision 0.90 Recall 0.92	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
Boosted Trees	F1 score 0.87 Precision 0.91 Recall 0.83	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
K-NN	F1 score 0.82 Precision 0.80 Recall 0.85	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
Logistic regression	F1 score 0.72 Precision 0.77 Recall 0.67	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
Linear Discriminant	F1 score 0.71 Precision 0.78 Recall 0.66	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
Linear SVM	F1 score 0.70 Precision 0.80 Recall 0.63	Early hospital mortality prediction using vital signals 2018-03-18	코드 1
ELECTRA (pretrained)	Accuracy 0.8443	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining 2020-12-27	코드 1
ELECTRA (from scratch)	Accuracy 0.8325	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining 2020-12-27	코드 1
LSTM+SA (pretrained)	Accuracy 0.8298	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining 2020-12-27	코드 1
LSTM (pretrained)	Accuracy 0.828	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining 2020-12-27	코드 1
LSTM+SA (from scratch)	Accuracy 0.7996	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining 2020-12-27	코드 1