Research Article

A Sleep Stage Classification Algorithm of Wearable System Based on Multiscale Residual Convolutional Neural Network

Table 3

Subject cross-validation statistics in CinC2018 dataset.

SamplesW (%)N1 (%)N2 (%)N3 (%)REM (%)

Total50082368 (18.0%)66243 (14.4%)197338 (43.0%)54318 (11.8%)58672 (12.8%)
Train40064477 (17.8%)48227 (13.3%)155927 (43.1%)45090 (12.5%)47942 (13.3%)
Eval10017891 (18.4%)18016 (18.5%)41411 (42.6%)9228 (9.5%)10730 (11.0%)