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Deep architectures and deep learning in chemoinformatics: the prediction of aqueous solubility for drug-like molecules

Shallow machine learning methods have been applied to chemoinformatics problems with some success. As more data becomes available and more complex problems are tackled, deep machine learning methods may also become useful. Here we present a brief overview of deep learning methods and show in particu...

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Dettagli Bibliografici
Autori principali: Lusci, Alessandro, Pollastri, Gianluca, Baldi, Pierre
Natura: Artigo
Lingua:Inglês
Pubblicazione: 2013
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Accesso online:https://ncbi.nlm.nih.gov/pmc/articles/PMC3739985/
https://ncbi.nlm.nih.gov/pubmed/23795551
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1021/ci400187y
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