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Interpreting linear support vector machine models with heat map molecule coloring

BACKGROUND: Model-based virtual screening plays an important role in the early drug discovery stage. The outcomes of high-throughput screenings are a valuable source for machine learning algorithms to infer such models. Besides a strong performance, the interpretability of a machine learning model i...

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Detalles Bibliográficos
Autores principales: Rosenbaum, Lars, Hinselmann, Georg, Jahn, Andreas, Zell, Andreas
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3076244/
https://www.ncbi.nlm.nih.gov/pubmed/21439031
http://dx.doi.org/10.1186/1758-2946-3-11