Bayesian Optimization

Papers

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Showing 1876–1900 of 1900 papers

Title	Date	Tasks	Status	Hype
Raiders of the Lost Architecture: Kernels for Bayesian Optimization in Conditional Parameter Spaces	Sep 14, 2014	Bayesian Optimization	—Unverified	0
A new integral loss function for Bayesian optimization	Aug 20, 2014	Bayesian Optimization	—Unverified	0
An Entropy Search Portfolio for Bayesian Optimization	Jun 18, 2014	Bayesian Optimizationglobal-optimization	—Unverified	0
Freeze-Thaw Bayesian Optimization	Jun 16, 2014	Bayesian OptimizationBIG-bench Machine Learning	CodeCode Available	0
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions	Jun 10, 2014	Bayesian Optimizationglobal-optimization	CodeCode Available	0
BayesOpt: A Bayesian Optimization Library for Nonlinear Optimization, Experimental Design and Bandits	May 29, 2014	Bayesian OptimizationExperimental Design	CodeCode Available	0
Bayesian Optimization with Unknown Constraints	Mar 22, 2014	Bayesian Optimizationglobal-optimization	—Unverified	0
Bayesian Multi-Scale Optimistic Optimization	Feb 27, 2014	Bayesian OptimizationGaussian Processes	—Unverified	0
Student-t Processes as Alternatives to Gaussian Processes	Feb 18, 2014	Bayesian OptimizationGaussian Processes	—Unverified	0
Input Warping for Bayesian Optimization of Non-stationary Functions	Feb 5, 2014	Bayesian OptimizationGaussian Processes	—Unverified	0
Hyperopt: A Python Library for Optimizing the Hyperparameters of Machine Learning Algorithms	Dec 12, 2013	Bayesian OptimizationBIG-bench Machine Learning	CodeCode Available	0
High-Dimensional Gaussian Process Bandits	Dec 1, 2013	Bayesian OptimizationVocal Bursts Intensity Prediction	—Unverified	0
Multi-Task Bayesian Optimization	Dec 1, 2013	Bayesian OptimizationGaussian Processes	—Unverified	0
Bayesian optimization explains human active search	Dec 1, 2013	Bayesian OptimizationDecision Making	—Unverified	0
No Free Lunch Theorem and Bayesian probability theory: two sides of the same coin. Some implications for black-box optimization and metaheuristics	Nov 23, 2013	Bayesian Optimization	—Unverified	0
Active Learning of Linear Embeddings for Gaussian Processes	Oct 24, 2013	Active LearningBayesian Optimization	—Unverified	0
Bayesian Optimization With Censored Response Data	Oct 7, 2013	Bayesian Optimization	—Unverified	0
BayesOpt: A Library for Bayesian optimization with Robotics Applications	Sep 3, 2013	Active LearningBayesian Optimization	—Unverified	0
Exploiting correlation and budget constraints in Bayesian multi-armed bandit optimization	Mar 27, 2013	Bayesian OptimizationThompson Sampling	—Unverified	0
Bayesian Optimization in a Billion Dimensions via Random Embeddings	Jan 9, 2013	Bayesian Optimization	CodeCode Available	0
Auto-WEKA: Combined Selection and Hyperparameter Optimization of Classification Algorithms	Aug 18, 2012	Bayesian OptimizationBIG-bench Machine Learning	CodeCode Available	0
Practical Bayesian Optimization of Machine Learning Algorithms	Jun 13, 2012	Bayesian OptimizationBIG-bench Machine Learning	CodeCode Available	0
A Lipschitz Exploration-Exploitation Scheme for Bayesian Optimization	Mar 30, 2012	Bayesian Optimization	—Unverified	0
A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning	Dec 12, 2010	Bayesian OptimizationHierarchical Reinforcement Learning	CodeCode Available	2
Batch Bayesian Optimization via Simulation Matching	Dec 1, 2010	Bayesian Optimization	—Unverified	0

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