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A deep learning and novelty detection framework for rapid phenotyping in high-content screening

Supervised machine learning is a powerful and widely used method for analyzing high-content screening data. Despite its accuracy, efficiency, and versatility, supervised machine learning has drawbacks, most notably its dependence on a priori knowledge of expected phenotypes and time-consuming classi...

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Detalles Bibliográficos
Autores principales: Sommer, Christoph, Hoefler, Rudolf, Samwer, Matthias, Gerlich, Daniel W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The American Society for Cell Biology 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5687041/
https://www.ncbi.nlm.nih.gov/pubmed/28954863
http://dx.doi.org/10.1091/mbc.E17-05-0333