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A Ligand-Based Virtual Screening Method Using Direct Quantification of Generalization Ability

Machine learning plays an important role in ligand-based virtual screening. However, conventional machine learning approaches tend to be inefficient when dealing with such problems where the data are imbalanced and features describing the chemical characteristic of ligands are high-dimensional. We h...

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Detalles Bibliográficos
Autores principales: Dai, Weixing, Guo, Dianjing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6651094/
https://www.ncbi.nlm.nih.gov/pubmed/31262005
http://dx.doi.org/10.3390/molecules24132414