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multiclass classification

181 papers

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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

Adversarial Multiclass Classification: A Risk Minimization Perspective NIPS 2016
Multiclass Learnability and the ERM Principle JMLR 2015
Top-k Multiclass SVM NIPS 2015
Structural Kernel Learning for Large Scale Multiclass Object Co-Detection ICCV 2015
Fusing Subcategory Probabilities for Texture Classification CVPR 2015
Logarithmic Time Online Multiclass prediction NIPS 2015
Consistent Multiclass Algorithms for Complex Performance Measures ICML 2015
Convex Calibrated Surrogates for Hierarchical Classification ICML 2015
Training Highly Multiclass Classifiers JMLR 2014
Maximum Margin Multiclass Nearest Neighbors ICML 2014
Multi-Resolution Cascades for Multiclass Object Detection NIPS 2014
Optimizing F-Measures by Cost-Sensitive Classification NIPS 2014
Optimal learners for multiclass problems COLT 2014
Guess-Averse Loss Functions For Cost-Sensitive Multiclass Boosting ICML 2014
Discriminative Features via Generalized Eigenvectors ICML 2014
Reduction from Cost-Sensitive Multiclass Classification to One-versus-One Binary Classification ACML 2014
Boosting with Online Binary Learners for the Multiclass Bandit Problem ICML 2014
On the Consistency of Output Code Based Learning Algorithms for Multiclass Learning Problems COLT 2014
Learning Distributed Representations for Structured Output Prediction NIPS 2014
Dictionary Learning from Ambiguously Labeled Data CVPR 2013
A Theory of Multiclass Boosting JMLR 2013
Incorporating Structural Alternatives and Sharing into Hierarchy for Multiclass Object Recognition and Detection CVPR 2013
From Point to Set: Extend the Learning of Distance Metrics ICCV 2013
Cost-sensitive Multiclass Classification Risk Bounds ICML 2013
Consistency versus Realizable H-Consistency for Multiclass Classification ICML 2013