Kidney Function On Hirid
평가 지표
MAE
평가 결과
이 벤치마크에서 각 모델의 성능 결과
모델 이름 | MAE | Paper Title | Repository |
|---|---|---|---|
| LSTM | 0.50±0.01 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | - |
| GRU | 0.49±0.02 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | - |
| LGBM ( + hand crafted features) | 0.45±0.00 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | - |
| Transformer | 0.48±0.02 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | - |
| TCN | 0.50±0.01 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | - |
| LGBM | 0.45±0.00 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | - |
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