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stochastic optimization

1060 papers

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Also known as

SO SVRG SSO SGD

Co-occurring keywords

regret bound (1918) online learning (1770) variance reduction (520) multi-armed bandit (1091) convex optimization (1320) convergence rate (606) non-convex optimization (546) stochastic gradient descent (1088) gradient descent (1143) nonconvex optimization (316)

Papers

A Filtering Approach to Stochastic Variational Inference NIPS 2014
Accelerated Mini-batch Randomized Block Coordinate Descent Method NIPS 2014
Realtime and Robust Hand Tracking from Depth CVPR 2014
Multi-period Trading Prediction Markets with Connections to Machine Learning ICML 2014
Black Box Variational Inference AISTATS 2014
Communication-Efficient Distributed Dual Coordinate Ascent NIPS 2014
Beyond the Regret Minimization Barrier: Optimal Algorithms for Stochastic Strongly-Convex Optimization JMLR 2014
Stochastic Proximal Gradient Descent with Acceleration Techniques NIPS 2014
Adaptive Monte Carlo via Bandit Allocation ICML 2014
Learning without concentration COLT 2014
Logistic Regression: Tight Bounds for Stochastic and Online Optimization COLT 2014
An Accelerated Proximal Coordinate Gradient Method NIPS 2014
Stochastic Regret Minimization via Thompson Sampling COLT 2014
Multi-Step Stochastic ADMM in High Dimensions: Applications to Sparse Optimization and Matrix Decomposition NIPS 2014
Unconstrained Online Linear Learning in Hilbert Spaces: Minimax Algorithms and Normal Approximations COLT 2014
Natural Evolution Strategies JMLR 2014
Online Robust PCA via Stochastic Optimization NIPS 2013
Variance Reduction for Stochastic Gradient Optimization NIPS 2013
Stochastic Optimization of PCA with Capped MSG NIPS 2013
Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization NIPS 2013
Estimation, Optimization, and Parallelism when Data is Sparse NIPS 2013
The Cross-Entropy Method Optimizes for Quantiles ICML 2013
A Randomized Mirror Descent Algorithm for Large Scale Multiple Kernel Learning ICML 2013
O(logT) Projections for Stochastic Optimization of Smooth and Strongly Convex Functions ICML 2013
Mini-Batch Primal and Dual Methods for SVMs ICML 2013