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Effectiveness of Transfer Learning for Deep Learning-Based Electrocardiogram Analysis

OBJECTIVES: Many deep learning-based predictive models evaluate the waveforms of electrocardiograms (ECGs). Because deep learning-based models are data-driven, large and labeled biosignal datasets are required. Most individual researchers find it difficult to collect adequate training data. We sugge...

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Detalles Bibliográficos
Autores principales: Jang, Jong-Hwan, Kim, Tae Young, Yoon, Dukyong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Society of Medical Informatics 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7921576/
https://www.ncbi.nlm.nih.gov/pubmed/33611873
http://dx.doi.org/10.4258/hir.2021.27.1.19