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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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Detalles Bibliográficos
Autores principales: Glavatskikh, Marta, Leguy, Jules, Hunault, Gilles, Cauchy, Thomas, Da Mota, Benoit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6852905/
https://www.ncbi.nlm.nih.gov/pubmed/33430991
http://dx.doi.org/10.1186/s13321-019-0391-2