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Machine Learning

121,146 papers (10 classified directly here)

Subtopics

Learning Types (52,936) Core Methods (48,729) Optimization & Theory (36,874) Application Areas (31,658) Bayesian & Probabilistic (3,963) Learning Paradigms (2,054)

Papers per year

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Papers (including subtopics)

Competitive Closeness Testing COLT 2011
Oracle inequalities for computationally budgeted model selection COLT 2011
Bandits, Query Learning, and the Haystack Dimension COLT 2011
Minimax Policies for Combinatorial Prediction Games COLT 2011
Minimax Regret of Finite Partial-Monitoring Games in Stochastic Environments COLT 2011
Sample Complexity Bounds for Differentially Private Learning COLT 2011
Tight conditions for consistent variable selection in high dimensional nonparametric regression COLT 2011
Multiclass Learnability and the ERM principle COLT 2011
Mixability is Bayes Risk Curvature Relative to Log Loss COLT 2011
Distribution-Independent Evolvability of Linear Threshold Functions COLT 2011
Lower Bounds and Hardness Amplification for Learning Shallow Monotone Formulas COLT 2011
Complexity-Based Approach to Calibration with Checking Rules COLT 2011
On the Consistency of Multi-Label Learning COLT 2011
The KL-UCB Algorithm for Bounded Stochastic Bandits and Beyond COLT 2011
Sparsity Regret Bounds for Individual Sequences in Online Linear Regression COLT 2011
Beyond the regret minimization barrier: an optimal algorithm for stochastic strongly-convex optimization COLT 2011
A Close Look to Margin Complexity and Related Parameters COLT 2011
A New Algorithm for Compressed Counting with Applications in Shannon Entropy Estimation in Dynamic Data COLT 2011
A Finite-Time Analysis of Multi-armed Bandits Problems with Kullback-Leibler Divergences COLT 2011
Robust approachability and regret minimization in games with partial monitoring COLT 2011
The Rate of Convergence of Adaboost COLT 2011
Online Learning: Beyond Regret COLT 2011
Neyman-Pearson classification under a strict constraint COLT 2011
Sequential Event Prediction with Association Rules COLT 2011
Optimal aggregation of affine estimators COLT 2011