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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

Optimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays ICML 2015
A Scalable Algorithm for Structured Kernel Feature Selection AISTATS 2015
Deep Neural Decision Forests ICCV 2015
Addressing Constraint Robustness to Torque Errors in Task-Space Inverse Dynamics RSS 2015
Cascading Bandits: Learning to Rank in the Cascade Model ICML 2015
Stochastic variational inference for hidden Markov models NIPS 2014
Smoothed Gradients for Stochastic Variational Inference NIPS 2014
Online combinatorial optimization with stochastic decision sets and adversarial losses NIPS 2014
Scalable Kernel Methods via Doubly Stochastic Gradients NIPS 2014
A second-order bound with excess losses COLT 2014
Online Linear Optimization via Smoothing COLT 2014
Accelerated Proximal Stochastic Dual Coordinate Ascent for Regularized Loss Minimization ICML 2014
Stochastic Network Design in Bidirected Trees NIPS 2014
Towards an optimal stochastic alternating direction method of multipliers ICML 2014
Stochastic Dual Coordinate Ascent with Alternating Direction Method of Multipliers ICML 2014
Communication-Efficient Distributed Optimization using an Approximate Newton-type Method ICML 2014
SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives NIPS 2014
Fugue: Slow-Worker-Agnostic Distributed Learning for Big Models on Big Data AISTATS 2014
Extremal Mechanisms for Local Differential Privacy NIPS 2014
Robust Stochastic Principal Component Analysis AISTATS 2014
Fast Stochastic Alternating Direction Method of Multipliers ICML 2014
Finito: A faster, permutable incremental gradient method for big data problems ICML 2014
On Model Parallelization and Scheduling Strategies for Distributed Machine Learning NIPS 2014
Large-scale L-BFGS using MapReduce NIPS 2014
Stochastic Multi-Armed-Bandit Problem with Non-stationary Rewards NIPS 2014