# Machine‐learning‐derived sleep–wake staging from around‐the‐ear electroencephalogram outperforms manual scoring and actigraphy

> Research article (Journal of Sleep Research, 2018) · cited 96× · AI/ML

**Wikidata**: [openalex:W2901121365](https://www.wikidata.org/wiki/openalex:W2901121365)  
**Source**: https://4ort.xyz/entity/machinelearningderived-sleepwake-staging-from-aroundtheear-electroencephalogram-outperforms-manual-scoring-and-actigraph