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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...

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Detalles Bibliográficos
Autores principales: Banerjee, Priyanka, Dehnbostel, Frederic O., Preissner, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6149243/
https://www.ncbi.nlm.nih.gov/pubmed/30271769
http://dx.doi.org/10.3389/fchem.2018.00362

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