Non-smooth Bayesian Optimization in Tuning Problems

Non-smooth Bayesian Optimization in Tuning Problems

15 September 2021

Papers citing "Non-smooth Bayesian Optimization in Tuning Problems"

15 / 15 papers shown

Title
Surrogate-based Autotuning for Randomized Sketching Algorithms in Regression Problems Younghyun Cho James Demmel Michal Derezinski Haoyun Li Hengrui Luo Michael W. Mahoney Riley Murray 37 6 0 30 Aug 2023
Convergence Guarantees for Gaussian Process Means With Misspecified Likelihoods and Smoothness George Wynne F. Briol Mark Girolami 62 56 0 29 Jan 2020
Bayesian Optimization for Iterative Learning Vu-Linh Nguyen Sebastian Schulze Michael A. Osborne BDL 83 33 0 20 Sep 2019
Bayesian Optimisation over Multiple Continuous and Categorical Inputs Binxin Ru A. Alvi Vu Nguyen Michael A. Osborne Stephen J. Roberts 106 97 0 20 Jun 2019
Convex Clustering: Model, Theoretical Guarantee and Efficient Algorithm Defeng Sun Kim-Chuan Toh Yancheng Yuan 38 67 0 04 Oct 2018
Dealing with Integer-valued Variables in Bayesian Optimization with Gaussian Processes E.C. Garrido-Merchán Daniel Hernández-Lobato 98 231 0 12 Jun 2017
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 105 647 0 10 Jun 2014
Deep Gaussian Processes Andreas C. Damianou Neil D. Lawrence GP BDL 127 1,182 0 02 Nov 2012
Joint Optimization and Variable Selection of High-dimensional Gaussian Processes Bo Chen R. Castro Andreas Krause GP 74 87 0 27 Jun 2012
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 353 7,942 0 13 Jun 2012
Convergence rates of efficient global optimization algorithms Adam D. Bull 119 641 0 18 Jan 2011
A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning E. Brochu Vlad M. Cora Nando de Freitas GP 138 2,448 0 12 Dec 2010
Particle learning of Gaussian process models for sequential design and optimization R. Gramacy Nicholas G. Polson 94 124 0 29 Sep 2009
Bayesian treed Gaussian process models with an application to computer modeling R. Gramacy Herbert K. H. Lee 184 679 0 24 Oct 2007
Bayesian Online Changepoint Detection Ryan P. Adams D. MacKay 234 769 0 19 Oct 2007