← Optimization
Mathematics & Optimization › Optimization ›

Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Towards Unifying Hamiltonian Monte Carlo and Slice Sampling NIPS 2016
Maximizing Influence in an Ising Network: A Mean-Field Optimal Solution NIPS 2016
The Sound of APALM Clapping: Faster Nonsmooth Nonconvex Optimization with Stochastic Asynchronous PALM NIPS 2016
Stochastic Optimization for Large-scale Optimal Transport NIPS 2016
Spectral Learning of Dynamic Systems from Nonequilibrium Data NIPS 2016
The SNOW Theorem and Latency-Optimal Read-Only Transactions OSDI 2016
A Novel Risk-Estimation-Theoretic Framework for Speech Enhancement in Nonstationary and Non-Gaussian Noise Conditions INTERSPEECH 2016
Random Features for Sparse Signal Classification CVPR 2016
Highway Vehicle Counting in Compressed Domain CVPR 2016
A Consensus-Based Framework for Distributed Bundle Adjustment CVPR 2016
Frequency Estimation from Waveforms Using Multi-Layered Neural Networks INTERSPEECH 2016
Combinatorial Multi-Armed Bandit and Its Extension to Probabilistically Triggered Arms JMLR 2016
Differentially Private Data Releasing for Smooth Queries JMLR 2016
Pairwise Matching Through Max-Weight Bipartite Belief Propagation CVPR 2016
Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models JMLR 2016
Tracking Slowly Moving Clairvoyant: Optimal Dynamic Regret of Online Learning with True and Noisy Gradient ICML 2016
Online Learning with Feedback Graphs Without the Graphs ICML 2016
PAC Lower Bounds and Efficient Algorithms for The Max K-Armed Bandit Problem ICML 2016
Stochastic Variance Reduced Optimization for Nonconvex Sparse Learning ICML 2016
Anytime Exploration for Multi-armed Bandits using Confidence Information ICML 2016
Estimating Maximum Expected Value through Gaussian Approximation ICML 2016
A Comprehensive Linear Speedup Analysis for Asynchronous Stochastic Parallel Optimization from Zeroth-Order to First-Order NIPS 2016
Optimal Learning for Multi-pass Stochastic Gradient Methods NIPS 2016
Verification Based Solution for Structured MAB Problems NIPS 2016
Accelerating Stochastic Composition Optimization NIPS 2016