activity
20172021
most citedSLEEPNET: Automated Sleep Staging System via Deep Learning

103 citations · 107 across the 5 of their papers we have counts for

collaborators

8 papers

cs.LG20213 cited

Automated Respiratory Event Detection Using Deep Neural Networks

Thijs E Nassi, Wolfgang Ganglberger, Haoqi Sun +5

The gold standard to assess respiration during sleep is polysomnography; a technique that is burdensome, expensive (both in analysis time and measurement costs), and difficult to r…

cs.CL20201 cited

Natural Language Processing to Detect Cognitive Concerns in Electronic Health Records Using Deep Learning

Zhuoqiao Hong, Colin G. Magdamo, Yi-han Sheu +16

Dementia is under-recognized in the community, under-diagnosed by healthcare professionals, and under-coded in claims data. Information on cognitive dysfunction, however, is often…

stat.ME2020

Clinically Relevant Mediation Analysis using Controlled Indirect Effect

Haoqi Sun, Michael J. Leone, Lin Liu +3

Mediation analysis allows one to use observational data to estimate the importance of each potential mediating pathway involved in the causal effect of an exposure on an outcome. H…

q-bio.NC2020

Night-to-Night Variability of Sleep Electroencephalography-Based Brain Age Measurements

Jacob Hogan, Haoqi Sun, Luis Paixao +9

Objective Brain Age Index (BAI), calculated from sleep electroencephalography (EEG), has been proposed as a biomarker of brain health. This study quantifies night-to-night variabil…

q-bio.QM2019

Sleep Staging from Electrocardiography and Respiration with Deep Learning

Haoqi Sun, Wolfgang Ganglberger, Ezhil Panneerselvam +7

Study Objective: Sleep is reflected not only in the electroencephalogram but also in heart rhythms and breathing patterns. Therefore, we hypothesize that it is possible to accurate…

q-bio.QM2018

Brain Age from the Electroencephalogram of Sleep

Haoqi Sun, Luis Paixao, Jefferson T. Oliva +8

The human electroencephalogram (EEG) of sleep undergoes profound changes with age. These changes can be conceptualized as "brain age", which can be compared to an age norm to refle…