基于单通道ECG信号与INFO-ABCLogitBoost模型的睡眠分期

朱炳洋,吴建锋,王柯,王章权,刘半藤

Sleep staging based on single-channel ECG signal and INFO-ABCLogitBoost model

Bingyang ZHU,Jianfeng WU,Ke WANG,Zhangquan WANG,Banteng LIU

表 6 睡眠分期任务中不同睡眠阶段的模型召回率

Tab.6 Recall rates of models for different sleep stages in sleep staging task

方法 Recall/% NREM1 NREM2 NREM3 REM W ELM 18.77 74.59 61.70 63.31 71.67 SVM 11.14 80.66 62.91 55.40 83.55 GRU 12.02 78.73 61.01 64.39 85.07 LSTM 12.32 78.52 61.70 61.15 86.12 BiLSTM 14.96 77.87 64.12 65.47 85.87 CNN 25.81 76.16 72.96 67.81 82.26 CNN-LSTM 24.68 77.05 68.01 65.33 84.71 ResNet 26.41 77.48 71.28 70.67 84.71 XGBoost 12.02 78.73 61.01 64.39 85.07 Bag 24.63 85.08 76.78 75.90 89.89 RF 24.93 85.87 79.38 78.78 90.53 GBDT 25.22 85.94 81.80 79.50 90.13 本研究 29.03 89.08 86.31 83.27 91.49