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Remaining Length Of Stay On Hirid

Metrics

MAE

Results

Performance results of various models on this benchmark

Model Name
MAE
Paper TitleRepository
LGBM ( + hand crafted features)57.0±0.3HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
LGBM56.9±0.4HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
Transformer59.5±2.8HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
TCN59.8±2.8HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
LSTM60.7±1.6HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
GRU60.6±0.9HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
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