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Dataset’s chemical diversity limits the generalizability of machine learning predictions

The QM9 dataset has become the golden standard for Machine Learning (ML) predictions of various chemical properties. QM9 is based on the GDB, which is a combinatorial exploration of the chemical space. ML molecular predictions have been recently published with an accuracy on par with Density Functio...

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Detalhes bibliográficos
Publicado no:J Cheminform
Main Authors: Glavatskikh, Marta, Leguy, Jules, Hunault, Gilles, Cauchy, Thomas, Da Mota, Benoit
Formato: Artigo
Idioma:Inglês
Publicado em: Springer International Publishing 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6852905/
https://ncbi.nlm.nih.gov/pubmed/33430991
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s13321-019-0391-2
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