# Automated classification of multi-class sleep stages classification using polysomnography signals: a nine- layer 1D-convolution neural network approach

> Research article (Multimedia Tools and Applications, 2022) · cited 30× · AI/ML

**Wikidata**: [openalex:W4281639263](https://www.wikidata.org/wiki/openalex:W4281639263)  
**Source**: https://4ort.xyz/entity/automated-classification-of-multi-class-sleep-stages-classification-using-polysomnography-signals-a-nine-layer-1d-convol