# An EEG spectrogram-based automatic sleep stage scoring method via data augmentation, ensemble convolution neural network, and expert knowledge

> Research article (Biomedical Signal Processing and Control, 2021) · cited 38× · AI/ML

**Wikidata**: [openalex:W3183842266](https://www.wikidata.org/wiki/openalex:W3183842266)  
**Source**: https://4ort.xyz/entity/an-eeg-spectrogram-based-automatic-sleep-stage-scoring-method-via-data-augmentation-ensemble-convolution-neural-network-