Icu Mortality On Hirid
評価指標
AUPRC
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
モデル名 | AUPRC | Paper Title | Repository |
|---|---|---|---|
| Logistic Regression | 0.581±0.000 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | |
| Transformer | 0.610±0.008 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | |
| GRU | 0.603 ±0.016 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | |
| LSTM | 0.600±0.009 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | |
| LGBM | 0.546±0.008 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | |
| LGBM ( + hand crafted features) | 0.626±0.000 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | |
| TCN | 0.602±0.011 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data |
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