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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

Two-temperature logistic regression based on the Tsallis divergence AISTATS 2019
Feature subset selection for the multinomial logit model via mixed-integer optimization AISTATS 2019
Active Learning for Cost-Sensitive Classification JMLR 2019
Equivalence of Multicategory SVM and Simplex Cone SVM: Fast Computations and Statistical Theory ICML 2018
Logistic Regression: The Importance of Being Improper COLT 2018
SemEval-2018 Task 3: Irony Detection in English Tweets SEMEVAL 2018
Adaptive Sampled Softmax with Kernel Based Sampling ICML 2018
Classification of Correction Turns in Multilingual Dialogue Corpus INTERSPEECH 2018
EmotionX-SmartDubai_NLP: Detecting User Emotions In Social Media Text ACL 2018
Lean Multiclass Crowdsourcing CVPR 2018
The Sample Complexity of Semi-Supervised Learning with Nonparametric Mixture Models NIPS 2018
On Controllable Sparse Alternatives to Softmax NIPS 2018
Loss Decomposition for Fast Learning in Large Output Spaces ICML 2018
Robust Inference for Multiclass Classification ALT 2018
Efficient Online Bandit Multiclass Learning with $\tilde{O}(\sqrt{T})$ Regret ICML 2017
Logarithmic Time One-Against-Some ICML 2017
Online multiclass boosting NIPS 2017
An Easy-to-hard Learning Paradigm for Multiple Classes and Multiple Labels JMLR 2017
Confidence Sets with Expected Sizes for Multiclass Classification JMLR 2017
Nearest-Neighbor Sample Compression: Efficiency, Consistency, Infinite Dimensions NIPS 2017
Convex Calibration Dimension for Multiclass Loss Matrices JMLR 2016
PD-Sparse : A Primal and Dual Sparse Approach to Extreme Multiclass and Multilabel Classification ICML 2016
Variance-Reduced and Projection-Free Stochastic Optimization ICML 2016
Supervised learning through the lens of compression NIPS 2016
GenSVM: A Generalized Multiclass Support Vector Machine JMLR 2016