Digital phenotyping of sleep patterns among heterogenous samples of Latinx adults using unsupervised learning.
Sign Up to like & getrecommendations! Published in 2021 at "Sleep medicine"
DOI: 10.1016/j.sleep.2021.07.023
Abstract: OBJECTIVE This study aimed to identify sleep disturbance subtypes ("phenotypes") among Latinx adults based on objective sleep data using a flexible unsupervised machine learning technique. METHODS This study was an analysis of sleep data from… read more here.
Keywords: digital phenotyping; phenotyping sleep; using unsupervised; latinx adults ... See more keywords
FlyVISTA, an integrated machine learning platform for deep phenotyping of sleep in Drosophila
Sign Up to like & getrecommendations! Published in 2025 at "Science Advances"
DOI: 10.1126/sciadv.adq8131
Abstract: There is great interest in using genetically tractable organisms such as Drosophila to gain insights into the regulation and function of sleep. However, sleep phenotyping in Drosophila has largely relied on simple measures of locomotor… read more here.
Keywords: learning platform; phenotyping sleep; deep phenotyping; machine learning ... See more keywords