基于深度卷积神经网络的睡眠分期模型

贾子钰,林友芳,张宏钧,王晶

Sleep stage classification model based ondeep convolutional neural network

Zi-yu JIA,You-fang LIN,Hong-jun ZHANG,Jing WANG

表 3 基于深度卷积神经网络模型的混淆矩阵及各类评价指标

Tab.3 Confusion matrix and various evaluation indicators based on deep convolutional neural network model

分期 W N1 N2 N3 REM PR/% RE/% F1/% W 7295 271 131 37 193 88.67 92.03 90.32 N1 369 1396 606 16 417 65.57 49.79 56.60 N2 378 283 15582 853 703 91.21 87.54 89.34 N3 33 3 270 5397 0 85.53 94.63 89.85 REM 152 176 495 7 6887 83.99 89.24 86.54