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 5 睡眠分期任务模型性能测试结果

Tab.5 Test results of performance of sleep stage classification model

方法 ACC/% PRE/% Kappa/% F1/% ELM 65.76 65.42 53.81 65.37 SVM 69.89 68.40 58.43 67.98 GRU 70.71 68.83 59.84 69.05 LSTM 70.64 68.85 59.66 68.91 BiLSTM 71.49 69.77 61.03 70.06 CNN 72.26 71.97 62.74 72.08 CNN-LSTM 72.05 71.45 62.39 71.65 ResNet 73.54 73.28 64.48 73.34 XGBoost 70.71 68.83 59.84 69.05 Bag 79.13 77.89 71.65 78.19 RF 80.37 79.10 73.38 79.45 GBDT 80.73 79.43 73.90 79.82 本研究 83.67 82.59 77.94 82.97