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A framework for feature extraction from hospital medical data with applications in risk prediction

BACKGROUND: Feature engineering is a time consuming component of predictive modeling. We propose a versatile platform to automatically extract features for risk prediction, based on a pre-defined and extensible entity schema. The extraction is independent of disease type or risk prediction task. We...

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Detalles Bibliográficos
Autores principales: Tran, Truyen, Luo, Wei, Phung, Dinh, Gupta, Sunil, Rana, Santu, Kennedy, Richard Lee, Larkins, Ann, Venkatesh, Svetha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4310185/
https://www.ncbi.nlm.nih.gov/pubmed/25547173
http://dx.doi.org/10.1186/s12859-014-0425-8