conftrace_

convex loss

37 papers

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Co-occurring keywords

convex optimization (1321) empirical risk minimization (352) binary classification (678) online learning (1777) differential privacy (1016) convex loss function (19) property elicitation (9) stochastic gradient descent (1091) truncated gradient (4) outlier robustness (30)

Papers

On Consistent Surrogate Risk Minimization and Property Elicitation COLT 2015
A Reliable Effective Terascale Linear Learning System JMLR 2014
(Nearly) Optimal Algorithms for Private Online Learning in Full-information and Bandit Settings NIPS 2013
Neyman-Pearson Classification, Convexity and Stochastic Constraints JMLR 2011
Neyman-Pearson classification under a strict constraint COLT 2011
Structured Prediction Cascades AISTATS 2010
Negative Results for Active Learning with Convex Losses AISTATS 2010
Classification with Gaussians and Convex Loss JMLR 2009
Online Learning with Samples Drawn from Non-identical Distributions JMLR 2009
Sparse Online Learning via Truncated Gradient JMLR 2009
Sparse Online Learning via Truncated Gradient NIPS 2008
Consistency of Multiclass Empirical Risk Minimization Methods Based on Convex Loss JMLR 2006