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DeepSurv: personalized treatment recommender system using a Cox proportional hazards deep neural network

BACKGROUND: Medical practitioners use survival models to explore and understand the relationships between patients’ covariates (e.g. clinical and genetic features) and the effectiveness of various treatment options. Standard survival models like the linear Cox proportional hazards model require exte...

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Bibliographische Detailangaben
Veröffentlicht in:BMC Med Res Methodol
Hauptverfasser: Katzman, Jared L., Shaham, Uri, Cloninger, Alexander, Bates, Jonathan, Jiang, Tingting, Kluger, Yuval
Format: Artigo
Sprache:Inglês
Veröffentlicht: BioMed Central 2018
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5828433/
https://ncbi.nlm.nih.gov/pubmed/29482517
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12874-018-0482-1
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