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 8 先进研究与所提出模型的结果对比

Tab.8 Comparison of advanced research results with results of proposed model

文献 方法 睡眠阶段 ACC/% Kappa/% F1/% [8] GRU 3 80.43 — 80.07 [9] LSTM 4 77.00 61.00 — [10] BiLSTM 4 75.90 60.00 — [11] CNN 4 91.72 88.44 88.50 [12] CNN- LSTM 5 72.54 58.50 70.10 [13] GBDT 5 82.02 — 72.88 [14] ResNet 5 4 77.34 85.32 67.58 77.11 68.03 81.87 [15] RF 5 75.90 66.30 76.00 [16] PSO- ELM 6 4 62.66 71.52 — — — — 本研究 INFO- ABC- LogitBoost 5 83.67 77.94 82.97