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Supervised Machine Learning for Classification of the Electrophysiological Effects of Chronotropic Drugs on Human Induced Pluripotent Stem Cell-Derived Cardiomyocytes

Supervised machine learning can be used to predict which drugs human cardiomyocytes have been exposed to. Using electrophysiological data collected from human cardiomyocytes with known exposure to different drugs, a supervised machine learning algorithm can be trained to recognize and classify cells...

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Détails bibliographiques
Publié dans:PLoS One
Auteurs principaux: Heylman, Christopher, Datta, Rupsa, Sobrino, Agua, George, Steven, Gratton, Enrico
Format: Artigo
Langue:Inglês
Publié: Public Library of Science 2015
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC4690607/
https://ncbi.nlm.nih.gov/pubmed/26695765
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0144572
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