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

v1v2 (latest)

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 48 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 104 737 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 33 123 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

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