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COVER: conformational oversampling as data augmentation for molecules

Training neural networks with small and imbalanced datasets often leads to overfitting and disregard of the minority class. For predictive toxicology, however, models with a good balance between sensitivity and specificity are needed. In this paper we introduce conformational oversampling as a means...

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书目详细资料
Autores principales: Hemmerich, Jennifer, Asilar, Ece, Ecker, Gerhard F.
格式: Online 文件 Texto
语言:English
出版: Springer International Publishing 2020
主题:
在线阅读:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7080709/
https://www.ncbi.nlm.nih.gov/pubmed/33430975
http://dx.doi.org/10.1186/s13321-020-00420-z