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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...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Hemmerich, Jennifer, Asilar, Ece, Ecker, Gerhard F.
التنسيق: Online مقال نص
اللغة:English
منشور في: Springer International Publishing 2020
الموضوعات:
الوصول للمادة أونلاين: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