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Stochastic Methods

2,788 papers

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Papers

Non-monotone Submodular Maximization in Exponentially Fewer Iterations NIPS 2018
Stochastic Expectation Maximization with Variance Reduction NIPS 2018
Breaking the Span Assumption Yields Fast Finite-Sum Minimization NIPS 2018
Online Improper Learning with an Approximation Oracle NIPS 2018
Optimistic optimization of a Brownian NIPS 2018
Bounded-Loss Private Prediction Markets NIPS 2018
Mental Sampling in Multimodal Representations NIPS 2018
Zeroth-Order Stochastic Variance Reduction for Nonconvex Optimization NIPS 2018
Distributed Multi-Player Bandits - a Game of Thrones Approach NIPS 2018
Sample Efficient Stochastic Gradient Iterative Hard Thresholding Method for Stochastic Sparse Linear Regression with Limited Attribute Observation NIPS 2018
Variance-Reduced Stochastic Gradient Descent on Streaming Data NIPS 2018
Do Less, Get More: Streaming Submodular Maximization with Subsampling NIPS 2018
Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization NIPS 2018
Near-Optimal Policies for Dynamic Multinomial Logit Assortment Selection Models NIPS 2018
A Simple Proximal Stochastic Gradient Method for Nonsmooth Nonconvex Optimization NIPS 2018
Solving Large Sequential Games with the Excessive Gap Technique NIPS 2018
Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NIPS 2018
Third-order Smoothness Helps: Faster Stochastic Optimization Algorithms for Finding Local Minima NIPS 2018
ASVRG: Accelerated Proximal SVRG ACML 2018
Parallelised Bayesian Optimisation via Thompson Sampling AISTATS 2018
Layerwise Systematic Scan: Deep Boltzmann Machines and Beyond AISTATS 2018
Finding Global Optima in Nonconvex Stochastic Semidefinite Optimization with Variance Reduction AISTATS 2018
Riemannian stochastic quasi-Newton algorithm with variance reduction and its convergence analysis AISTATS 2018
Zeroth-Order Online Alternating Direction Method of Multipliers: Convergence Analysis and Applications AISTATS 2018
Batched Large-scale Bayesian Optimization in High-dimensional Spaces AISTATS 2018