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Learning Theory

5,334 papers

Papers per year

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Papers

Consistency versus Realizable H-Consistency for Multiclass Classification ICML 2013
Collective Stability in Structured Prediction: Generalization from One Example ICML 2013
Stability and Hypothesis Transfer Learning ICML 2013
The lasso, persistence, and cross-validation ICML 2013
Regularization of Neural Networks using DropConnect ICML 2013
Exploiting Ontology Structures and Unlabeled Data for Learning ICML 2013
Almost Optimal Exploration in Multi-Armed Bandits ICML 2013
Consistency of Online Random Forests ICML 2013
Learning Triggering Kernels for Multi-dimensional Hawkes Processes ICML 2013
On the difficulty of training recurrent neural networks ICML 2013
Cost-sensitive Multiclass Classification Risk Bounds ICML 2013
Online Learning under Delayed Feedback ICML 2013
Universal Consistency of Localized Versions of Regularized Kernel Methods JMLR 2013
Lower Bounds and Selectivity of Weak-Consistent Policies in Stochastic Multi-Armed Bandit Problem JMLR 2013
On the Learnability of Shuffle Ideals JMLR 2013
Optimal Discovery with Probabilistic Expert Advice: Finite Time Analysis and Macroscopic Optimality JMLR 2013
Sparsity Regret Bounds for Individual Sequences in Online Linear Regression JMLR 2013
Manifold Regularization and Semi-supervised Learning: Some Theoretical Analyses JMLR 2013
Conjugate Relation between Loss Functions and Uncertainty Sets in Classification Problems JMLR 2013
Distributions of Angles in Random Packing on Spheres JMLR 2013
Machine Learning with Operational Costs JMLR 2013
Distribution-Dependent Sample Complexity of Large Margin Learning JMLR 2013
The Rate of Convergence of AdaBoost JMLR 2013
Learning Theory Analysis for Association Rules and Sequential Event Prediction JMLR 2013
Learning Trees from Strings: A Strong Learning Algorithm for some Context-Free Grammars JMLR 2013