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SOTA
患者表型分析
Patient Phenotyping On Hirid
Patient Phenotyping On Hirid
评估指标
Balanced Accuracy
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
Balanced Accuracy
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超神经