367 citations · 417 across the 4 of their papers we have counts for
4 papers
L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging
Huy Phan, Kristian P. Lorenzen, Elisabeth Heremans +7
Human sleep is cyclical with a period of approximately 90 minutes, implying long temporal dependency in the sleep data. Yet, exploring this long-term dependency when developing sle…
Pediatric Automatic Sleep Staging: A comparative study of state-of-the-art deep learning methods
Huy Phan, Alfred Mertins, Mathias Baumert
Background: Despite the tremendous progress recently made towards automatic sleep staging in adults, it is currently unknown if the most advanced algorithms generalize to the pedia…
Progress in Brain Computer Interfaces: Challenges and Trends
Simanto Saha, Khondaker A. Mamun, Khawza Ahmed +5
Brain computer interfaces (BCI) provide a direct communication link between the brain and a computer or other external devices. They offer an extended degree of freedom either by s…
Scaling graphs of heart rate time series in athletes demonstrate the VLF, LF and HF regions
M Baumert, LM Brechtel, J Lock +2
Scaling analysis of heart rate time series has emerged as an useful tool for assessment of autonomic cardiac control. We investigate the heart rate time series of ten athletes (fiv…