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surrogate loss

94 papers

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Co-occurring keywords

binary classification (678) regret bound (1926) multiclass classification (181) convex optimization (1321) loss function (462) surrogate loss function (11) multi-class classification (280) consistency bound (7) learning to defer (17) online learning (1777)

Papers

Convex Calibration Dimension for Multiclass Loss Matrices JMLR 2016
Surrogate regret bounds for generalized classification performance metrics ACML 2015
On the Consistency of Output Code Based Learning Algorithms for Multiclass Learning Problems COLT 2014
Consistent Binary Classification with Generalized Performance Metrics NIPS 2014
Analysis of Learning from Positive and Unlabeled Data NIPS 2014
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses NIPS 2013
Surrogate Regret Bounds for the Area Under the ROC Curve via Strongly Proper Losses COLT 2013
Learning with Noisy Labels NIPS 2013
Cost-sensitive Multiclass Classification Risk Bounds ICML 2013
On the Statistical Consistency of Algorithms for Binary Classification under Class Imbalance ICML 2013
On the (Non-)existence of Convex, Calibrated Surrogate Losses for Ranking NIPS 2012
Proper losses for learning from partial labels NIPS 2012
Classification Calibration Dimension for General Multiclass Losses NIPS 2012
Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss NIPS 2011
On the Consistency of Multi-Label Learning COLT 2011
Classification Methods with Reject Option Based on Convex Risk Minimization JMLR 2010
Statistical Consistency of Top-k Ranking NIPS 2009
Classification with a Reject Option using a Hinge Loss JMLR 2008
On the Efficient Minimization of Classification Calibrated Surrogates NIPS 2008