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

Generalization Bounds for Ranking Algorithms via Algorithmic Stability JMLR 2009
The P-Norm Push: A Simple Convex Ranking Algorithm that Concentrates at the Top of the List JMLR 2009
Learning from Multiple Partially Observed Views - an Application to Multilingual Text Categorization NIPS 2009
Universal Kernel-Based Learning with Applications to Regular Languages JMLR 2009
Human Rademacher Complexity NIPS 2009
Nearly Uniform Validation Improves Compression-Based Error Bounds JMLR 2008
Rademacher Complexity Bounds for Non-I.I.D. Processes NIPS 2008
Generalization from Observed to Unobserved Features by Clustering JMLR 2008
Learning to Select Features using their Properties JMLR 2008
On the Generalization Ability of Online Strongly Convex Programming Algorithms NIPS 2008
On the Effectiveness of Laplacian Normalization for Graph Semi-supervised Learning JMLR 2007
A general agnostic active learning algorithm NIPS 2007
Combining PAC-Bayesian and Generic Chaining Bounds JMLR 2007
Cluster Stability for Finite Samples NIPS 2007
Stability Bounds for Non-i.i.d. Processes NIPS 2007
Learning on Graph with Laplacian Regularization NIPS 2006
Bounds for Linear Multi-Task Learning JMLR 2006
Analysis of Representations for Domain Adaptation NIPS 2006
Ordinal Regression by Extended Binary Classification NIPS 2006
Stability of Randomized Learning Algorithms JMLR 2005
Tutorial on Practical Prediction Theory for Classification JMLR 2005
Generalization Bounds and Complexities Based on Sparsity and Clustering for Convex Combinations of Functions from Random Classes JMLR 2005
Generalization Bounds for the Area Under the ROC Curve JMLR 2005
On the Importance of Small Coordinate Projections JMLR 2004
Computable Shell Decomposition Bounds JMLR 2004