Please use this identifier to cite or link to this item: https://doi.org/10.1093/bioinformatics/btu086
Title: HUM calculator and HUM package for R: Easy-to-use software tools for multicategory receiver operating characteristic analysis
Authors: Novoselova, N.
Della Beffa, C.
Wang, J.
Li, J. 
Pessler, F.
Klawonn, F.
Issue Date: 1-Jun-2014
Citation: Novoselova, N., Della Beffa, C., Wang, J., Li, J., Pessler, F., Klawonn, F. (2014-06-01). HUM calculator and HUM package for R: Easy-to-use software tools for multicategory receiver operating characteristic analysis. Bioinformatics 30 (11) : 1635-1636. ScholarBank@NUS Repository. https://doi.org/10.1093/bioinformatics/btu086
Abstract: Summary: Receiver operating characteristic (ROC) analysis is usually applied in bioinformatics to evaluate the abilities of biological markers to differentiate between the presence or absence of a disease. It includes the derivation of the useful scalar performance measure area under the ROC curve for binary classification tasks. As real applications often deal with more than two classes, multicategory ROC analysis and the corresponding hypervolume under the manifold (HUM) measure have become a topic of growing interest. To support researchers in carrying out multicategory ROC analysis, we have developed two tools in different programming environments which feature user-friendly, object-oriented and flexible interfaces and enable the user to compute HUM values and plot 2D- and 3D-ROC curves. © 2014 The Author 2014.
Source Title: Bioinformatics
URI: http://scholarbank.nus.edu.sg/handle/10635/125054
ISSN: 14602059
DOI: 10.1093/bioinformatics/btu086
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