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Molecular de-novo design through deep reinforcement learning

This work introduces a method to tune a sequence-based generative model for molecular de novo design that through augmented episodic likelihood can learn to generate structures with certain specified desirable properties. We demonstrate how this model can execute a range of tasks such as generating...

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Detalhes bibliográficos
Publicado no:J Cheminform
Main Authors: Olivecrona, Marcus, Blaschke, Thomas, Engkvist, Ola, Chen, Hongming
Formato: Artigo
Idioma:Inglês
Publicado em: Springer International Publishing 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5583141/
https://ncbi.nlm.nih.gov/pubmed/29086083
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s13321-017-0235-x
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