Kernels over Sets of Finite Sets using RKHS Embeddings, with Application
to Bayesian (Combinatorial) Optimization

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Kernels over Sets of Finite Sets using RKHS Embeddings, with Application to Bayesian (Combinatorial) Optimization

9 October 2019

Poompol Buathong

Tipaluck Krityakierne

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Papers citing "Kernels over Sets of Finite Sets using RKHS Embeddings, with Application to Bayesian (Combinatorial) Optimization"

14 / 14 papers shown

Title
Bayesian Optimisation over Multiple Continuous and Categorical Inputs Binxin Ru A. Alvi Vu Nguyen Michael A. Osborne Stephen J. Roberts 109 97 0 20 Jun 2019
Bayesian Optimization with Approximate Set Kernels Jungtaek Kim M. McCourt Tackgeun You Saehoon Kim Seungjin Choi 44 8 0 23 May 2019
A Tutorial on Bayesian Optimization P. Frazier GP 111 1,788 0 08 Jul 2018
Bayesian Optimization of Combinatorial Structures Ricardo Baptista Matthias Poloczek 83 137 0 22 Jun 2018
Group kernels for Gaussian process metamodels with categorical inputs O. Roustant Esperan Padonou Yves Deville Aloïs Clément G. Perrin J. Giorla H. Wynn 53 53 0 07 Feb 2018
Replication or exploration? Sequential design for stochastic simulation experiments M. Binois Jiangeng Huang R. Gramacy M. Ludkovski 66 115 0 09 Oct 2017
Constrained Bayesian Optimization for Automatic Chemical Design Ryan-Rhys Griffiths José Miguel Hernández-Lobato BDL 117 76 0 16 Sep 2017
Dealing with Integer-valued Variables in Bayesian Optimization with Gaussian Processes E.C. Garrido-Merchán Daniel Hernández-Lobato 103 232 0 12 Jun 2017
A supermartingale approach to Gaussian process based sequential design of experiments Julien Bect François Bachoc D. Ginsbourger 63 78 0 03 Aug 2016
Uncertain programming model for multi-item solid transportation problem Hasan Dalman 106 6 0 31 May 2016
Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions Carl-Johann Simon-Gabriel Bernhard Schölkopf 52 92 0 18 Apr 2016
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 107 647 0 10 Jun 2014
Combinatorial Optimization by Learning and Simulation of Bayesian Networks P. Larrañaga R. Etxeberria Jose A. Lozano J. Peña 35 123 0 16 Jan 2013
Universality, Characteristic Kernels and RKHS Embedding of Measures Bharath K. Sriperumbudur Kenji Fukumizu Gert R. G. Lanckriet 224 531 0 03 Mar 2010