Tinyml design contest for life-threatening ventricular arrhythmia detection

Z Jia, D Li, C Liu, L Liao, X Xu, L Ping… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The first ACM/IEEE TinyML Design Contest (TDC) held at the 41st International Conference
on Computer-Aided Design (ICCAD) in 2022 is a challenging, multimonth, research and …

Personalized neural network for patient-specific health monitoring in IoT: a metalearning approach

Z Jia, Y Shi, J Hu - … Transactions on Computer-Aided Design of …, 2022 - ieeexplore.ieee.org
The Internet of Things (IoT) has been widely applied in personal health monitoring on
biosignals. Conventional detection methods in the field count on a variety of heuristic criteria …

[PDF][PDF] Learning to Learn Personalized Neural Network for Ventricular Arrhythmias Detection on Intracardiac EGMs.

Z Jia, Z Wang, F Hong, L Ping, Y Shi, J Hu - IJCAI, 2021 - ijcai.org
Life-threatening ventricular arrhythmias (VAs) detection on intracardiac electrograms
(IEGMs) is essential to Implantable Cardioverter Defibrillators (ICDs). However, current VAs …

Personalized deep learning for ventricular arrhythmias detection on medical IoT systems

Z Jia, Z Wang, F Hong, L Ping, Y Shi, J Hu - Proceedings of the 39th …, 2020 - dl.acm.org
Life-threatening ventricular arrhythmias (VA) are the leading cause of sudden cardiac death
(SCD), which is the most significant cause of natural death in the US [6]. The implantable …

[HTML][HTML] Defibrillation testing is mandatory in patients with subcutaneous implantable cardioverter–defibrillator to confirm appropriate ventricular fibrillation detection

JBP de Waroux, S Ploux, P Mondoly, R Eschalier… - Heart Rhythm, 2018 - Elsevier
Background The subcutaneous implantable cardioverter–defibrillator (S-ICD) remains a new
technology requiring accurate assessment of the various aspects of its functioning. Isolated …

Troubleshooting implantable cardioverter-defibrillator sensing problems II

CD Swerdlow, SJ Asirvatham… - Circulation …, 2015 - Am Heart Assoc
Clinically significant oversensing during tachycardia is rare when the ratio of the amplitude
of atrial electrogram to that of the ventricular electrogram is≥ 4: 1. 14 Oversensing becomes …

[HTML][HTML] Sensing and detection functions in implantable cardioverter defibrillators: the good, the bad and the ugly

A Kossaify - Acta Cardiologica Sinica, 2020 - ncbi.nlm.nih.gov
Implantable cardioverter defibrillators are small devices that have been proven to be
beneficial by preventing sudden cardiac death, whether in primary or secondary prevention …

Life-threatening ventricular arrhythmia detection challenge in implantable cardioverter–defibrillators

Z Jia, D Li, X Xu, N Li, F Hong, L Ping… - Nature Machine …, 2023 - nature.com
Life-threatening ventricular arrhythmia detection challenge in implantable cardioverter–defibrillators
| Nature Machine Intelligence Skip to main content Thank you for visiting nature.com. You …

Association of implantable cardioverter defibrillator therapy with all‐cause mortality—A systematic review and meta‐analysis

Z Qian, Z Zhang, J Guo, Y Wang, X Hou… - Pacing and Clinical …, 2016 - Wiley Online Library
Background Implantable cardioverter defibrillators (ICDs) have become the standard
approach for prevention of sudden cardiac death. Whether ICD therapy is an independent …

Methods for improved discrimination between ventricular fibrillation and tachycardia

Y Alwan, Z Cvetković, MJ Curtis - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Differentiating between ventricular tachycardia and ventricular fibrillation in clinical and
preclinical research is based on subjective definitions that have yet to be validated using …