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Estimation of the applicability domain of kernel-based machine learning models for virtual screening

BACKGROUND: The virtual screening of large compound databases is an important application of structural-activity relationship models. Due to the high structural diversity of these data sets, it is impossible for machine learning based QSAR models, which rely on a specific training set, to give relia...

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Detalles Bibliográficos
Autores principales: Fechner, Nikolas, Jahn, Andreas, Hinselmann, Georg, Zell, Andreas
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2851576/
https://www.ncbi.nlm.nih.gov/pubmed/20222949
http://dx.doi.org/10.1186/1758-2946-2-2