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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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Bibliografske podrobnosti
izdano v:IEEE J Biomed Health Inform
Main Authors: Ying, Jun, Dutta, Joyita, Guo, Ning, Hu, Chenhui, Zhou, Dan, Sitek, Arkadiusz, Li, Quanzheng
Format: Artigo
Jezik:Inglês
Izdano: 2016
Teme:
Online dostop: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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