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bayesian optimization

624 papers

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Also known as

BO BAYESOPT

Co-occurring keywords

gaussian process (1200) acquisition function (129) hyperparameter optimization (406) regret bound (1926) black-box optimization (183) surrogate model (181) hyperparameter tuning (215) multi-objective optimization (364) thompson sampling (237) high-dimensional optimization (53)

Papers

Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search NIPS 2013
Further Optimal Regret Bounds for Thompson Sampling AISTATS 2013
Expensive Function Optimization with Stochastic Binary Outcomes ICML 2013
Fast Probabilistic Optimization from Noisy Gradients ICML 2013
An Optimal Policy for Target Localization with Application to Electron Microscopy ICML 2013
High-Dimensional Gaussian Process Bandits NIPS 2013
Bayesian optimization explains human active search NIPS 2013
Multi-Task Bayesian Optimization NIPS 2013
Optimizing Instructional Policies NIPS 2013
Adaptive Hamiltonian and Riemann Manifold Monte Carlo ICML 2013
Optimistic Knowledge Gradient Policy for Optimal Budget Allocation in Crowdsourcing ICML 2013
Entropy Search for Information-Efficient Global Optimization JMLR 2012
Adaptive MCMC with Bayesian Optimization AISTATS 2012
Practical Bayesian Optimization of Machine Learning Algorithms NIPS 2012
Learning curves for multi-task Gaussian process regression NIPS 2012
A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function NIPS 2012
Bayesian active learning with localized priors for fast receptive field characterization NIPS 2012
Contextual Gaussian Process Bandit Optimization NIPS 2011
Budgeted Optimization with Concurrent Stochastic-Duration Experiments NIPS 2011
Hierarchical Knowledge Gradient for Sequential Sampling JMLR 2011
Convergence Rates of Efficient Global Optimization Algorithms JMLR 2011
Optimal Reinforcement Learning for Gaussian Systems NIPS 2011
Regret Bounds for Gaussian Process Bandit Problems AISTATS 2010
Batch Bayesian Optimization via Simulation Matching NIPS 2010