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

Convergence rates for persistence diagram estimation in Topological Data Analysis ICML 2014
Learning without concentration COLT 2014
Logistic Regression: Tight Bounds for Stochastic and Online Optimization COLT 2014
Scaling Up Approximate Value Iteration with Options: Better Policies with Fewer Iterations ICML 2014
On the Convergence Rate of Decomposable Submodular Function Minimization NIPS 2014
A Bayesian Framework for Online Classifier Ensemble ICML 2014
A Convergence Rate Analysis for LogitBoost, MART and Their Variant ICML 2014
Towards an optimal stochastic alternating direction method of multipliers ICML 2014
A Statistical Convergence Perspective of Algorithms for Rank Aggregation from Pairwise Data ICML 2014
Fast Stochastic Alternating Direction Method of Multipliers ICML 2014
Adaptivity of Averaged Stochastic Gradient Descent to Local Strong Convexity for Logistic Regression JMLR 2014
Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing NIPS 2014
Constrained convex minimization via model-based excessive gap NIPS 2014
Multivariate f-divergence Estimation With Confidence NIPS 2014
Beyond the Regret Minimization Barrier: Optimal Algorithms for Stochastic Strongly-Convex Optimization JMLR 2014
A Differential Equation for Modeling Nesterov’s Accelerated Gradient Method: Theory and Insights NIPS 2014
From Stochastic Mixability to Fast Rates NIPS 2014
Rates of Convergence for Nearest Neighbor Classification NIPS 2014
Fast Distribution To Real Regression AISTATS 2014
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction NIPS 2013
Accelerated Mini-Batch Stochastic Dual Coordinate Ascent NIPS 2013
The Fast Convergence of Incremental PCA NIPS 2013
Local Privacy and Minimax Bounds: Sharp Rates for Probability Estimation NIPS 2013
The Rate of Convergence of AdaBoost JMLR 2013
Approachability, fast and slow COLT 2013