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10/18/2022
Consistent Multiclass Algorithms for Complex Metrics and Constraints
We present consistent algorithms for multiclass learning with complex pe...
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09/16/2020
Convex Calibrated Surrogates for the Multi-Label F-Measure
The F-measure is a widely used performance measure for multi-label class...
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05/13/2016
Support Vector Algorithms for Optimizing the Partial Area Under the ROC Curve
The area under the ROC curve (AUC) is a widely used performance measure ...
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05/15/2015
Consistent Algorithms for Multiclass Classification with a Reject Option
We consider the problem of n-class classification (n≥ 2), where the clas...
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01/01/2015
Consistent Classification Algorithms for Multi-class Non-Decomposable Performance Metrics
We study consistency of learning algorithms for a multi-class performanc...
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07/02/2012