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A self-attention based message passing neural network for predicting molecular lipophilicity and aqueous solubility

Efficient and accurate prediction of molecular properties, such as lipophilicity and solubility, is highly desirable for rational compound design in chemical and pharmaceutical industries. To this end, we build and apply a graph-neural-network framework called self-attention-based message-passing ne...

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Detalles Bibliográficos
Autores principales: Tang, Bowen, Kramer, Skyler T., Fang, Meijuan, Qiu, Yingkun, Wu, Zhen, Xu, Dong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7035778/
https://www.ncbi.nlm.nih.gov/pubmed/33431047
http://dx.doi.org/10.1186/s13321-020-0414-z

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