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statistical learning

350 papers

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learning theory (518) sample complexity (1158) generalization bound (649) convergence rate (606) empirical risk minimization (348) information theory (489) bayesian inference (1904) hypothesis testing (254) differential privacy (1010) statistical learning theory (82)

Papers

Ordered Weighted L1 Regularized Regression with Strongly Correlated Covariates: Theoretical Aspects AISTATS 2016
Barron and Cover’s Theory in Supervised Learning and its Application to Lasso ICML 2016
Data-driven Rank Breaking for Efficient Rank Aggregation JMLR 2016
Local Maxima in the Likelihood of Gaussian Mixture Models: Structural Results and Algorithmic Consequences NIPS 2016
More Supervision, Less Computation: Statistical-Computational Tradeoffs in Weakly Supervised Learning NIPS 2016
On the Pseudo-Dimension of Nearly Optimal Auctions NIPS 2015
A Finite Sample Analysis of the Naive Bayes Classifier JMLR 2015
Learning with Incremental Iterative Regularization NIPS 2015
Learning with a Wasserstein Loss NIPS 2015
Testing Closeness With Unequal Sized Samples NIPS 2015
Variable Selection is Hard COLT 2015
MRA-based Statistical Learning from Incomplete Rankings ICML 2015
Distributionally Robust Logistic Regression NIPS 2015
The Ladder: A Reliable Leaderboard for Machine Learning Competitions ICML 2015
Convergence Rates of Active Learning for Maximum Likelihood Estimation NIPS 2015
Compositional Hierarchical Representation of Shape Manifolds for Classification of Non-Manifold Shapes ICCV 2015
Agnostic Insurability of Model Classes JMLR 2015
A Bayesian nonparametric procedure for comparing algorithms ICML 2015
Learning with Square Loss: Localization through Offset Rademacher Complexity COLT 2015
Risk and Regret of Hierarchical Bayesian Learners ICML 2015
The Sample Complexity of Learning Linear Predictors with the Squared Loss JMLR 2015
Recovering Communities in the General Stochastic Block Model Without Knowing the Parameters NIPS 2015
On Communication Cost of Distributed Statistical Estimation and Dimensionality NIPS 2014
Active Regression by Stratification NIPS 2014
From Stochastic Mixability to Fast Rates NIPS 2014