Ronald M. Aarts

Single-accelerometer-based daily physical activity classification

Xi Long, Bin Yin, Ronald M. Aarts · 2009 · 213 citations · Full text

Sleep stage classification from heart-rate variability using long short-term memory neural networks

Mustafa Radha, Pedro Fonseca, Arnaud Moreau et al. · Scientific Reports · 2019 · 175 citations · Full text

Sleep stage classification with ECG and respiratory effort

Pedro Fonseca, Xi Long, Mustafa Radha et al. · Physiological Measurement · 2015 · 162 citations · Full text

Deep Sleep, Engineering, Biometrics +18

Validation of Photoplethysmography-Based Sleep Staging Compared With Polysomnography in Healthy Middle-Aged Adults

Pedro Fonseca, Tim Weysen, Maaike Goelema et al. · SLEEP · 2017 · 143 citations · Full text

A deep transfer learning approach for wearable sleep stage classification with photoplethysmography

Mustafa Radha, Pedro Fonseca, Arnaud Moreau et al. · npj Digital Medicine · 2021 · 110 citations · Full text