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Molecular graph convolutions: moving beyond fingerprints

Molecular “fingerprints” encoding structural information are the workhorse of cheminformatics and machine learning in drug discovery applications. However, fingerprint representations necessarily emphasize particular aspects of the molecular structure while ignoring others, rather than allowing the...

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Bibliografiske detaljer
Udgivet i:J Comput Aided Mol Des
Main Authors: Kearnes, Steven, McCloskey, Kevin, Berndl, Marc, Pande, Vijay, Riley, Patrick
Format: Artigo
Sprog:Inglês
Udgivet: 2016
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC5028207/
https://ncbi.nlm.nih.gov/pubmed/27558503
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s10822-016-9938-8
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