Research Article
A Sleep Stage Classification Algorithm of Wearable System Based on Multiscale Residual Convolutional Neural Network
Table 2
Subject cross-validation statistics in sleep-EDF-expanded dataset.
| | Samples | W (%) | N1 (%) | N2 (%) | N3 (%) | REM (%) |
| | Total | 197 | 71199 (29.8%) | 25174 (10.5%) | 88983 (37.2%) | 19454 (8.1%) | 34184 (14.3%) | | Train | 157 | 53014 (27.7%) | 20236 (10.6%) | 73213 (38.3%) | 16235 (8.5%) | 28497 (14.9%) | | Eval | 40 | 18185 (38.0%) | 4938 (10.3%) | 15770 (33.0%) | 3219 (6.7%) | 5687 (11.9%) |
|
|
