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Validating the validation: reanalyzing a large-scale comparison of deep learning and machine learning models for bioactivity prediction

Machine learning methods may have the potential to significantly accelerate drug discovery. However, the increasing rate of new methodological approaches being published in the literature raises the fundamental question of how models should be benchmarked and validated. We reanalyze the data generat...

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Detalles Bibliográficos
Autores principales: Robinson, Matthew C., Glen, Robert C., Lee, Alpha A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292817/
https://www.ncbi.nlm.nih.gov/pubmed/31960253
http://dx.doi.org/10.1007/s10822-019-00274-0