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Accounting for Label Uncertainty in Machine Learning for Detection of Acute Respiratory Distress Syndrome

When training a machine learning algorithm for a supervised-learning task in some clinical applications, uncertainty in the correct labels of some patients may adversely affect the performance of the algorithm. For example, even clinical experts may have less confidence when assigning a medical diag...

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Detalhes bibliográficos
Publicado no:IEEE J Biomed Health Inform
Main Authors: Reamaroon, Narathip, Sjoding, Michael W., Lin, Kaiwen, Iwashyna, Theodore J., Najarian, Kayvan
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6351314/
https://ncbi.nlm.nih.gov/pubmed/29994592
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/JBHI.2018.2810820
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