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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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Detaylı Bibliyografya
Yayımlandı:IEEE J Biomed Health Inform
Asıl Yazarlar: Reamaroon, Narathip, Sjoding, Michael W., Lin, Kaiwen, Iwashyna, Theodore J., Najarian, Kayvan
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2018
Konular:
Online Erişim: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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