paper-with-me

Patient Phenotyping 벤치마크

Patient Phenotyping on HiRID

14개 결과 · ⬇ CSV · JSON

Balanced Accuracy

39.1 40.77 42.45 44.12 45.8 2021-11 2026-09 LGBM ( + hand crafted features) — 45.8 (2021-11-16) Transformer — 42.7 (2021-11-16) TCN — 41.6 (2021-11-16) LGBM — 40.4 (2021-11-16) LSTM — 39.5 (2021-11-16) GRU — 39.2 (2021-11-16) Logistic Regression — 39.1 (2021-11-16) LGBM ( + hand crafted features) — 45.8 (2021-11-16) Transformer — 42.7 (2021-11-16) TCN — 41.6 (2021-11-16) LGBM — 40.4 (2021-11-16) LSTM — 39.5 (2021-11-16) GRU — 39.2 (2021-11-16) Logistic Regression — 39.1 (2021-11-16) LGBM ( + hand crafted features) — 45.8 (2021-11-16)
RankModel Balanced Accuracy PaperCodeYear
1 LGBM ( + hand crafted features) 45.8±2.0 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
2 Transformer 42.7±1.4 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
3 TCN 41.6±2.3 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
4 LGBM 40.4±0.8 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
5 LSTM 39.5±1.2 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
6 GRU 39.2±2.1 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
7 Logistic Regression 39.1±0.0 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
8 LGBM ( + hand crafted features) 45.8±2.0 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
9 Transformer 42.7±1.4 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
10 TCN 41.6±2.3 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
11 LGBM 40.4±0.8 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
12 LSTM 39.5±1.2 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
13 GRU 39.2±2.1 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
14 Logistic Regression 39.1±0.0 HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data ratschlab/HIRID-ICU-Benchmark 2021
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