# Clustering Insomnia Patterns by Data From Wearable Devices: Algorithm Development and Validation Study

> Research article (JMIR mhealth and uhealth, 2019) · cited 33× · AI/ML

**Wikidata**: [openalex:W2980379795](https://www.wikidata.org/wiki/openalex:W2980379795)  
**Source**: https://4ort.xyz/entity/clustering-insomnia-patterns-by-data-from-wearable-devices-algorithm-development-and-validation-study