Bayesian Optimization for Categorical and Category-Specific Continuous
Inputs

Bayesian Optimization for Categorical and Category-Specific Continuous Inputs

28 November 2019

Dang Nguyen

Svetha Venkatesh

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Papers citing "Bayesian Optimization for Categorical and Category-Specific Continuous Inputs"

13 / 13 papers shown

Title
Dealing with Integer-valued Variables in Bayesian Optimization with Gaussian Processes E.C. Garrido-Merchán Daniel Hernández-Lobato 124 232 0 12 Jun 2017
Parallel and Distributed Thompson Sampling for Large-scale Accelerated Exploration of Chemical Space José Miguel Hernández-Lobato James Requeima Edward O. Pyzer-Knapp Alán Aspuru-Guzik 81 185 0 06 Jun 2017
Mondrian Forests for Large-Scale Regression when Uncertainty Matters Balaji Lakshminarayanan Daniel M. Roy Yee Whye Teh UQCV 103 56 0 11 Jun 2015
Batch Bayesian Optimization via Local Penalization Javier I. González Zhenwen Dai Philipp Hennig Neil D. Lawrence 135 357 0 29 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 109 648 0 10 Jun 2014
Prior-free and prior-dependent regret bounds for Thompson Sampling Sébastien Bubeck Che-Yu Liu 122 96 0 21 Apr 2013
Learning to Optimize Via Posterior Sampling Daniel Russo Benjamin Van Roy 231 703 0 11 Jan 2013
Bayesian Optimization in a Billion Dimensions via Random Embeddings Ziyun Wang Frank Hutter M. Zoghi David Matheson Nando de Freitas 197 446 0 09 Jan 2013
Further Optimal Regret Bounds for Thompson Sampling Shipra Agrawal Navin Goyal 115 442 0 15 Sep 2012
Parallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization Thomas Desautels Andreas Krause J. W. Burdick 109 473 0 27 Jun 2012
Convergence rates of efficient global optimization algorithms Adam D. Bull 152 641 0 18 Jan 2011
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design Niranjan Srinivas Andreas Krause Sham Kakade Matthias Seeger 181 1,626 0 21 Dec 2009