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Patient Phenotyping On Hirid

Metrics

Balanced Accuracy

Results

Performance results of various models on this benchmark

		Paper Title	Repository
LGBM ( + hand crafted features)	45.8±2.0	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
Transformer	42.7±1.4	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
TCN	41.6±2.3	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
LGBM	40.4±0.8	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
LSTM	39.5±1.2	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
GRU	39.2±2.1	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data
Logistic Regression	39.1±0.0	HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

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Patient Phenotyping On Hirid | SOTA | HyperAI