conftrace_

convergence rate

607 papers

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Co-occurring keywords

stochastic gradient descent (1091) convex optimization (1321) stochastic optimization (1060) gradient descent (1144) convergence analysis (395) non-convex optimization (547) nonconvex optimization (316) variance reduction (523) stochastic gradient (296) learning theory (519)

Papers

Privacy Aware Learning NIPS 2012
Open Problem: Is Averaging Needed for Strongly Convex Stochastic Gradient Descent? COLT 2012
Generalization Bounds for Domain Adaptation NIPS 2012
The Fast Convergence of Boosting NIPS 2011
Differentially Private M-Estimators NIPS 2011
Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization NIPS 2011
The Local Rademacher Complexity of Lp-Norm Multiple Kernel Learning NIPS 2011
The Rate of Convergence of Adaboost COLT 2011
High-dimensional Covariance Estimation Based On Gaussian Graphical Models JMLR 2011
Convergence Rates of Efficient Global Optimization Algorithms JMLR 2011
Dual Averaging Methods for Regularized Stochastic Learning and Online Optimization JMLR 2010
Lower Bounds on Rate of Convergence of Cutting Plane Methods NIPS 2010
Fast global convergence rates of gradient methods for high-dimensional statistical recovery NIPS 2010
Rates of convergence for the cluster tree NIPS 2010
On the Rate of Convergence of the Bagged Nearest Neighbor Estimate JMLR 2010
Submanifold density estimation NIPS 2009
A unified framework for high-dimensional analysis of $M$-estimators with decomposable regularizers NIPS 2009
Fast, smooth and adaptive regression in metric spaces NIPS 2009
On the Efficient Minimization of Classification Calibrated Surrogates NIPS 2008
A Moment Bound for Multi-hinge Classifiers JMLR 2008
Fast Rates for Regularized Objectives NIPS 2008
Linear Classification and Selective Sampling Under Low Noise Conditions NIPS 2008
Catching Up Faster in Bayesian Model Selection and Model Averaging NIPS 2007
Progressive mixture rules are deviation suboptimal NIPS 2007
Consistency and Convergence Rates of One-Class SVMs and Related Algorithms JMLR 2006