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Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets

Increase in the number of new chemicals synthesized in past decades has resulted in constant growth in the development and application of computational models for prediction of activity as well as safety profiles of the chemicals. Most of the time, such computational models and its application must...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
الحاوية / القاعدة:Front Chem
المؤلفون الرئيسيون: Banerjee, Priyanka, Dehnbostel, Frederic O., Preissner, Robert
التنسيق: Artigo
اللغة:Inglês
منشور في: Frontiers Media S.A. 2018
الموضوعات:
الوصول للمادة أونلاين:https://ncbi.nlm.nih.gov/pmc/articles/PMC6149243/
https://ncbi.nlm.nih.gov/pubmed/30271769
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fchem.2018.00362
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