← Optimization
Mathematics & Optimization › Optimization ›

Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Optimum Statistical Estimation with Strategic Data Sources COLT 2015
Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015
Probabilistic Line Searches for Stochastic Optimization NIPS 2015
Learning Theory of Randomized Kaczmarz Algorithm JMLR 2015
Optimality of Poisson Processes Intensity Learning with Gaussian Processes JMLR 2015
Subgraph Matching Using Compactness Prior for Robust Feature Correspondence CVPR 2015
Building Proteins in a Day: Efficient 3D Molecular Reconstruction CVPR 2015
New Insights Into Laplacian Similarity Search CVPR 2015
Fast Bidirectional Probability Estimation in Markov Models NIPS 2015
Variational Consensus Monte Carlo NIPS 2015
Adaptive Stochastic Optimization: From Sets to Paths NIPS 2015
Human Memory Search as Initial-Visit Emitting Random Walk NIPS 2015
Global Multi-armed Bandits with Hölder Continuity AISTATS 2015
Active Pointillistic Pattern Search AISTATS 2015
Variance Reduction via Antithetic Markov Chains AISTATS 2015
Adaptive Stochastic Alternating Direction Method of Multipliers ICML 2015
Finding Linear Structure in Large Datasets with Scalable Canonical Correlation Analysis ICML 2015
Theory of Dual-sparse Regularized Randomized Reduction ICML 2015
The Fundamental Incompatibility of Scalable Hamiltonian Monte Carlo and Naive Data Subsampling ICML 2015
Context-Guided Diffusion for Label Propagation on Graphs ICCV 2015
Fast Kronecker Inference in Gaussian Processes with non-Gaussian Likelihoods ICML 2015
Kernel Interpolation for Scalable Structured Gaussian Processes (KISS-GP) ICML 2015
Nested Sequential Monte Carlo Methods ICML 2015
Predictive Inverse Optimal Control for Linear-Quadratic-Gaussian Systems AISTATS 2015
Simple regret for infinitely many armed bandits ICML 2015