Kidney Function 벤치마크
Kidney Function on HiRID
MAE 낮을수록 좋음
- 2021-11-16 — LGBM ( + hand crafted features): MAE 0.45
| Rank | Model | MAE | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | LGBM ( + hand crafted features) | 0.45±0.00 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | ratschlab/HIRID-ICU-Benchmark | 2021 |
| 2 | LGBM | 0.45±0.00 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | ratschlab/HIRID-ICU-Benchmark | 2021 |
| 3 | Transformer | 0.48±0.02 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | ratschlab/HIRID-ICU-Benchmark | 2021 |
| 4 | GRU | 0.49±0.02 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | ratschlab/HIRID-ICU-Benchmark | 2021 |
| 5 | LSTM | 0.50±0.01 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | ratschlab/HIRID-ICU-Benchmark | 2021 |
| 6 | TCN | 0.50±0.01 | HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data | ratschlab/HIRID-ICU-Benchmark | 2021 |