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Ensemble modeling with machine learning and deep learning to provide interpretable generalized rules for classifying CNS drugs with high prediction power

The trade-off between a machine learning (ML) and deep learning (DL) model’s predictability and its interpretability has been a rising concern in central nervous system-related quantitative structure–activity relationship (CNS-QSAR) analysis. Many state-of-the-art predictive modeling failed to provi...

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Detalles Bibliográficos
Autores principales: Yu, Tzu-Hui, Su, Bo-Han, Battalora, Leo Chander, Liu, Sin, Tseng, Yufeng Jane
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8769704/
https://www.ncbi.nlm.nih.gov/pubmed/34530437
http://dx.doi.org/10.1093/bib/bbab377