conftrace_

generalization bound

652 papers

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Co-occurring keywords

learning theory (519) neural network (6616) stochastic gradient descent (1091) algorithmic stability (82) rademacher complexity (109) sample complexity (1169) generalization error (285) pac-bayes bound (53) kernel methods (1097) neural network optimization (1293)

Papers

CorrLog: Correlated Logistic Models for Joint Prediction of Multiple Labels AISTATS 2012
Selective Labeling via Error Bound Minimization NIPS 2012
Learning Multiple Tasks using Shared Hypotheses NIPS 2012
Domain Adaptation: A Small Sample Statistical Approach AISTATS 2012
Generalization Bounds for Domain Adaptation NIPS 2012
Structured Sparsity and Generalization JMLR 2012
Regularization Techniques for Learning with Matrices JMLR 2012
PAC-Bayes Bounds with Data Dependent Priors JMLR 2012
Generalization Bound for Infinitely Divisible Empirical Process AISTATS 2011
The Sample Complexity of Dictionary Learning JMLR 2011
The Sample Complexity of Dictionary Learning COLT 2011
Improved Loss Bounds For Multiple Kernel Learning AISTATS 2011
Generalization Bounds and Consistency for Latent Structural Probit and Ramp Loss NIPS 2011
The Impact of Unlabeled Patterns in Rademacher Complexity Theory for Kernel Classifiers NIPS 2011
Unifying Framework for Fast Learning Rate of Non-Sparse Multiple Kernel Learning NIPS 2011
Empirical Bernstein Boosting AISTATS 2010
Semi-Supervised Learning with Adversarially Missing Label Information NIPS 2010
PAC-Bayesian Analysis of Co-clustering and Beyond JMLR 2010
Chromatic PAC-Bayes Bounds for Non-IID Data: Applications to Ranking and Stationary β-Mixing Processes JMLR 2010
Stability Bounds for Stationary φ-mixing and β-mixing Processes JMLR 2010
Sufficient Conditions for Generating Group Level Sparsity in a Robust Minimax Framework NIPS 2010
Learning Bounds for Importance Weighting NIPS 2010
Two-Layer Generalization Analysis for Ranking Using Rademacher Average NIPS 2010
Permutation Complexity Bound on Out-Sample Error NIPS 2010
Finite-sample Analysis of Bellman Residual Minimization ACML 2010