# Sleep stage prediction with raw acceleration and photoplethysmography heart rate data derived from a consumer wearable device

> Research article (SLEEP, 2019) · cited 237× · AI/ML

**Wikidata**: [openalex:W2937191485](https://www.wikidata.org/wiki/openalex:W2937191485)  
**Source**: https://4ort.xyz/entity/sleep-stage-prediction-with-raw-acceleration-and-photoplethysmography-heart-rate-data-derived-from-a-consumer-wearable-d