Scalable Nonlinear AUC Maximization Methods

Preprint English OPEN
Khalid, Majdi; Ray, Indrakshi; Chitsaz, Hamidreza;
(2017)
  • Subject: Computer Science - Machine Learning
    arxiv: Computer Science::Machine Learning | Computer Science::Information Retrieval | Statistics::Machine Learning
    acm: ComputingMethodologies_PATTERNRECOGNITION

The area under the ROC curve (AUC) is a measure of interest in various machine learning and data mining applications. It has been widely used to evaluate classification performance on heavily imbalanced data. The kernelized AUC maximization machines have established a s... View more
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