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Stochastic Methods

2,788 papers

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Papers

SpHMC: Spectral Hamiltonian Monte Carlo AAAI 2019
Active Mini-Batch Sampling Using Repulsive Point Processes AAAI 2019
Measurement Maximizing Adaptive Sampling with Risk Bounding Functions AAAI 2019
Efficient Optimal Approximation of Discrete Random Variables for Estimation of Probabilities of Missing Deadlines AAAI 2019
MFBO-SSM: Multi-Fidelity Bayesian Optimization for Fast Inference in State-Space Models AAAI 2019
Anytime Recursive Best-First Search for Bounding Marginal MAP AAAI 2019
Enhancing Evolutionary Conversion Rate Optimization via Multi-Armed Bandit Algorithms AAAI 2019
Stochastic Goal Recognition Design AAAI 2019
Variance of Average Surprisal: A Better Predictor for Quality of Grammar from Unsupervised PCFG Induction ACL 2019
Interpolated Spectral NGram Language Models ACL 2019
$\mathcal{X}$-Armed Bandits: Optimizing Quantiles, CVaR and Other Risks ACML 2019
Efficient Learning of Restricted Boltzmann Machines Using Covariance Estimates ACML 2019
Kernel Learning for Data-Driven Spectral Analysis of Koopman Operators ACML 2019
Proximal Splitting Meets Variance Reduction AISTATS 2019
Faster First-Order Methods for Stochastic Non-Convex Optimization on Riemannian Manifolds AISTATS 2019
Statistical Windows in Testing for the Initial Distribution of a Reversible Markov Chain AISTATS 2019
Fast Stochastic Algorithms for Low-rank and Nonsmooth Matrix Problems AISTATS 2019
An Optimal Algorithm for Stochastic Three-Composite Optimization AISTATS 2019
Distributionally Robust Submodular Maximization AISTATS 2019
Mixing of Hamiltonian Monte Carlo on strongly log-concave distributions 2: Numerical integrators AISTATS 2019
Hadamard Response: Estimating Distributions Privately, Efficiently, and with Little Communication AISTATS 2019
Bayesian optimisation under uncertain inputs AISTATS 2019
Optimal Minimization of the Sum of Three Convex Functions with a Linear Operator AISTATS 2019
Analysis of Thompson Sampling for Combinatorial Multi-armed Bandit with Probabilistically Triggered Arms AISTATS 2019
Noisy Blackbox Optimization using Multi-fidelity Queries: A Tree Search Approach AISTATS 2019