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Contrastive learning of heart and lung sounds for label-efficient diagnosis

Data labeling is often the limiting step in machine learning because it requires time from trained experts. To address the limitation on labeled data, contrastive learning, among other unsupervised learning methods, leverages unlabeled data to learn representations of data. Here, we propose a contra...

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Detalles Bibliográficos
Autores principales: Soni, Pratham N., Shi, Siyu, Sriram, Pranav R., Ng, Andrew Y., Rajpurkar, Pranav
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8767307/
https://www.ncbi.nlm.nih.gov/pubmed/35079716
http://dx.doi.org/10.1016/j.patter.2021.100400