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A Two-Step Approach to Overcoming Data Imbalance in the Development of an Electrocardiography Data Quality Assessment Algorithm: A Real-World Data Challenge

Continuously acquired biosignals from patient monitors contain significant amounts of unusable data. During the development of a decision support system based on continuously acquired biosignals, we developed machine and deep learning algorithms to automatically classify the quality of ECG data. A t...

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Detalles Bibliográficos
Autores principales: Kim, Hyun Joo, Venkat, S. Jayakumar, Chang, Hyoung Woo, Cho, Yang Hyun, Lee, Jee Yang, Koo, Kyunghee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10046279/
https://www.ncbi.nlm.nih.gov/pubmed/36975349
http://dx.doi.org/10.3390/biomimetics8010119