activity
20182021
most citedSeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging

632 citations · 1.2k across the 8 of their papers we have counts for

collaborators

8 papers

cs.LG2021

Deep Semi-Supervised Embedded Clustering (DSEC) for Stratification of Heart Failure Patients

Oliver Carr, Stojan Jovanovic, Luca Albergante +6

Determining phenotypes of diseases can have considerable benefits for in-hospital patient care and to drug development. The structure of high dimensional data sets such as electron…

cs.LG2020★ 3 cited

Prediction of the onset of cardiovascular diseases from electronic health records using multi-task gated recurrent units

Fernando Andreotti, Frank S. Heldt, Basel Abu-Jamous +8

In this work, we propose a multi-task recurrent neural network with attention mechanism for predicting cardiovascular events from electronic health records (EHRs) at different time…

eess.SP2020★ 2 cited

Monitoring Depression in Bipolar Disorder using Circadian Measures from Smartphone Accelerometers

Oliver Carr, Fernando Andreotti, Kate E. A. Saunders +3

Current management of bipolar disorder relies on self-reported questionnaires and interviews with clinicians. The development of objective measures of deteriorating mood may also a…

cs.CY2020★ 81 cited

Remote health monitoring and diagnosis in the time of COVID-19

Joachim A. Behar, Chengyu Liu, Kevin Kotzen +13

Coronavirus disease (COVID-19) is caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) that is rapidly spreading across the globe. The clinical spectrum of SA…

q-bio.QM2019

Screening for REM Sleep Behaviour Disorder with Minimal Sensors

Navin Cooray, Fernando Andreotti, Christine Lo +3

Rapid-Eye-Movement (REM) sleep behaviour disorder (RBD) is an early predictor of Parkinson's disease, dementia with Lewy bodies, and multiple system atrophy. This study investigate…

cs.LG2018★ 3 cited

Detection of REM Sleep Behaviour Disorder by Automated Polysomnography Analysis

Navin Cooray, Fernando Andreotti, Christine Lo +3

Evidence suggests Rapid-Eye-Movement (REM) Sleep Behaviour Disorder (RBD) is an early predictor of Parkinson's disease. This study proposes a fully-automated framework for RBD dete…