Prediction Is a Balancing Act: Importance of Sampling Methods to Balance Sensitivity and Specificity of Predictive Models Based on Imbalanced Chemical Data Sets-Reference-Cited by-同舟云学术

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

Published:2018-08-28 Issue: Volume:6 Page:
ISSN:2296-2646
Container-title:Frontiers in Chemistry
language:
Short-container-title:Front. Chem.

Author:

Banerjee Priyanka,Dehnbostel Frederic O.,Preissner Robert

Publisher

Frontiers Media SA

Subject

General Chemistry

Reference33 articles.

1. ProTox-II: a webserver for the prediction of toxicity of chemicals;Banerjee;Nucleic Acids Res.,2018

2. BitterSweetForest : a random forest based binary classifier to predict bitterness and sweetness of chemical compounds;Banerjee;Front. Chem.,2018

3. Computational methods for prediction of in vitro effects of new chemical structures;Banerjee;J. Cheminform.,2016

4. Classifying imbalanced data sets using similarity based hierarchical decomposition;Beyan;Pattern Recognit.,2015

5. QSAR modeling of Tox21 challenge stress response and nuclear receptor signaling toxicity assays;Capuzzi;Front. Environ. Sci,2016

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