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Accurate detection of paroxysmal atrial fibrillation with certified-GAN and neural architecture search

This paper presents a novel machine learning framework for detecting PxAF, a pathological characteristic of electrocardiogram (ECG) that can lead to fatal conditions such as heart attack. To enhance the learning process, the framework involves a generative adversarial network (GAN) along with a neur...

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Detalles Bibliográficos
Autores principales: Asadi, Mehdi, Poursalim, Fatemeh, Loni, Mohammad, Daneshtalab, Masoud, Sjödin, Mikael, Gharehbaghi, Arash
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10349064/
https://www.ncbi.nlm.nih.gov/pubmed/37452165
http://dx.doi.org/10.1038/s41598-023-38541-8