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An exploration strategy improves the diversity of de novo ligands using deep reinforcement learning: a case for the adenosine A(2A) receptor

Over the last 5 years deep learning has progressed tremendously in both image recognition and natural language processing. Now it is increasingly applied to other data rich fields. In drug discovery, recurrent neural networks (RNNs) have been shown to be an effective method to generate novel chemica...

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Detalles Bibliográficos
Autores principales: Liu, Xuhan, Ye, Kai, van Vlijmen, Herman W. T., IJzerman, Adriaan P., van Westen, Gerard J. P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6534880/
https://www.ncbi.nlm.nih.gov/pubmed/31127405
http://dx.doi.org/10.1186/s13321-019-0355-6