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Efficient differentially private learning improves drug sensitivity prediction

BACKGROUND: Users of a personalised recommendation system face a dilemma: recommendations can be improved by learning from data, but only if other users are willing to share their private information. Good personalised predictions are vitally important in precision medicine, but genomic information...

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Detalles Bibliográficos
Autores principales: Honkela, Antti, Das, Mrinal, Nieminen, Arttu, Dikmen, Onur, Kaski, Samuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5801888/
https://www.ncbi.nlm.nih.gov/pubmed/29409513
http://dx.doi.org/10.1186/s13062-017-0203-4