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A Bayesian Nonparametric Model for Disease Subtyping: Application to Emphysema Phenotypes

We introduce a novel Bayesian nonparametric model that uses the concept of disease trajectories for disease subtype identification. Although our model is general, we demonstrate that by treating fractions of tissue patterns derived from medical images as compositional data, our model can be applied...

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Detalhes bibliográficos
Publicado no:IEEE Trans Med Imaging
Main Authors: Ross, James C., Castaldi, Peter J., Cho, Michael H., Chen, Junxiang, Chang, Yale, Dy, Jennifer G., Silverman, Edwin K., Washko, George R., San José Estépar, Raúl
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5267575/
https://ncbi.nlm.nih.gov/pubmed/28060702
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TMI.2016.2608782
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