A critical analysis of variants of the AUC
From MaRDI portal
Publication:2036264
DOI10.1007/s10994-008-5070-xzbMath1464.68320OpenAlexW2098255914MaRDI QIDQ2036264
Eyke Hüllermeier, Stijn Vanderlooy
Publication date: 28 June 2021
Published in: Machine Learning (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1007/s10994-008-5070-x
AUC maximizationranking performanceROC analysisarea under ROC curveAUC variantsbias-variance analysis
Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)
Related Items
Optimizing area under the ROC curve using semi-supervised learning ⋮ Adaptive partitioning schemes for bipartite ranking ⋮ An experimental comparison of cross-validation techniques for estimating the area under the ROC curve ⋮ Aspects in classification learning -- review of recent developments in learning vector quantization ⋮ A family of measures for best top-\(n\) class-selective decision rules
Uses Software
Cites Work
- Unnamed Item
- Tree induction for probability-based ranking
- On a Test of Whether one of Two Random Variables is Stochastically Larger than the Other
- Machine Learning: ECML 2003
- Robust classification for imprecise environments
- A simple generalisation of the area under the ROC curve for multiple class classification problems