Kidney Function On Hirid
Metrics
MAE
Results
Performance results of various models on this benchmark
Model Name | 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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