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Uncertainty-aware prediction of chemical reaction yields with graph neural networks

Abstract In this paper, we present a data-driven method for the uncertainty-aware prediction of chemical reaction yields. The reactants and products in a chemical reaction are represented as a set of molecular graphs. The predictive distribution of the yield is modeled as a graph neural network that...

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Detalhes bibliográficos
Principais autores: Youngchun Kwon, Dongseon Lee, Youn-Suk Choi, Seokho Kang
Formato: Artigo
Idioma:Inglês
Publicado em: BMC 2022-01-01
coleção:Journal of Cheminformatics
Assuntos:
Acesso em linha:https://doi.org/10.1186/s13321-021-00579-z
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