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Classification of Exacerbation Frequency in the COPDGene Cohort Using Deep Learning with Deep Belief Networks

This study aims to develop an automatic classifier based on deep learning for exacerbation frequency in patients with chronic obstructive pulmonary disease (COPD). A three-layer deep belief network (DBN) with two hidden layers and one visible layer was employed to develop classification models and t...

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Detalhes bibliográficos
Publicado no:IEEE J Biomed Health Inform
Main Authors: Ying, Jun, Dutta, Joyita, Guo, Ning, Hu, Chenhui, Zhou, Dan, Sitek, Arkadiusz, Li, Quanzheng
Formato: Artigo
Idioma:Inglês
Publicado em: 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5479745/
https://ncbi.nlm.nih.gov/pubmed/28026794
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/JBHI.2016.2642944
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