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Explanation and prediction of clinical data with imbalanced class distribution based on pattern discovery and disentanglement

BACKGROUND: Statistical data analysis, especially the advanced machine learning (ML) methods, have attracted considerable interest in clinical practices. We are looking for interpretability of the diagnostic/prognostic results that will bring confidence to doctors, patients and their relatives in th...

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Detalhes bibliográficos
Publicado no:BMC Med Inform Decis Mak
Main Authors: Zhou, Pei-Yuan, Wong, Andrew K. C.
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2021
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7796578/
https://ncbi.nlm.nih.gov/pubmed/33422088
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12911-020-01356-y
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