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DeepGANnel: Synthesis of fully annotated single molecule patch-clamp data using generative adversarial networks

Development of automated analysis tools for “single ion channel” recording is hampered by the lack of available training data. For machine learning based tools, very large training sets are necessary with sample-by-sample point labelled data (e.g., 1 sample point every 100microsecond). In an experim...

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Detalles Bibliográficos
Autores principales: Ball, Sam T. M., Celik, Numan, Sayari, Elaheh, Abdul Kadir, Lina, O’Brien, Fiona, Barrett-Jolley, Richard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9089889/
https://www.ncbi.nlm.nih.gov/pubmed/35536793
http://dx.doi.org/10.1371/journal.pone.0267452