conftrace_

multiclass classification

181 papers

Explore in graph

Co-occurring keywords

online learning (1777) multi-class classification (280) support vector machine (978) binary classification (678) regret bound (1926) bandit feedback (118) surrogate loss (94) sample complexity (1169) text classification (6793) learning theory (519)

Papers

The price of bandit information in multiclass online classification COLT 2013
Locally-Linear Learning Machines (L3M) ACML 2013
Unconfused Ultraconservative Multiclass Algorithms ACML 2013
Efficient Large-Scale Structured Learning CVPR 2013
Semi-supervised Learning with Constraints for Person Identification in Multimedia Data CVPR 2013
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses NIPS 2013
Classification Calibration Dimension for General Multiclass Losses NIPS 2012
Confusion-Based Online Learning and a Passive-Aggressive Scheme NIPS 2012
Multiclass Learning with Simplex Coding NIPS 2012
Multiclass Learning Approaches: A Theoretical Comparison with Implications NIPS 2012
Divergences and Risks for Multiclass Experiments COLT 2012
ShareBoost: Efficient multiclass learning with feature sharing NIPS 2011
Composite Multiclass Losses NIPS 2011
Mixability is Bayes Risk Curvature Relative to Log Loss COLT 2011
Multiclass Boosting: Theory and Algorithms NIPS 2011
Multiclass Learnability and the ERM principle COLT 2011
Newtron: an Efficient Bandit algorithm for Online Multiclass Prediction NIPS 2011
A Theory of Multiclass Boosting NIPS 2010
(RF)^2 -- Random Forest Random Field NIPS 2010
On the Consistency of Multiclass Classification Methods JMLR 2007
Online Passive-Aggressive Algorithms JMLR 2006
Consistency of Multiclass Empirical Risk Minimization Methods Based on Convex Loss JMLR 2006
Online Classification for Complex Problems Using Simultaneous Projections NIPS 2006
Shifting, One-Inclusion Mistake Bounds and Tight Multiclass Expected Risk Bounds NIPS 2006
Multiclass Classification with Multi-Prototype Support Vector Machines JMLR 2005