Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation

24 January 2023

Papers citing "Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation"

13 / 13 papers shown

Title
Gradient-based Sample Selection for Faster Bayesian Optimization Qiyu Wei Haowei Wang Zirui Cao Songhao Wang Richard Allmendinger Mauricio A Álvarez 46 0 0 10 Apr 2025
Global Safe Sequential Learning via Efficient Knowledge Transfer Cen-You Li Olaf Duennbier Marc Toussaint Barbara Rakitsch Christoph Zimmer 70 2 0 22 Feb 2024
Fantasizing with Dual GPs in Bayesian Optimization and Active Learning Paul E. Chang Prakhar Verma S. T. John Victor Picheny Henry B. Moss Arno Solin GP 55 6 0 02 Nov 2022
Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces Sam Daulton David Eriksson Maximilian Balandat E. Bakshy 52 108 0 22 Sep 2021
MUMBO: MUlti-task Max-value Bayesian Optimization Henry B. Moss David S. Leslie Paul Rayson 44 34 0 22 Jun 2020
Scalable Thompson Sampling using Sparse Gaussian Process Models Sattar Vakili Henry B. Moss A. Artemev Vincent Dutordoir Victor Picheny 25 35 0 09 Jun 2020
Efficiently Sampling Functions from Gaussian Process Posteriors James T. Wilson Viacheslav Borovitskiy Alexander Terenin P. Mostowsky M. Deisenroth 36 163 0 21 Feb 2020
Bayesian Quantile and Expectile Optimisation Victor Picheny Henry B. Moss Léonard Torossian N. Durrande 22 21 0 12 Jan 2020
Scalable Global Optimization via Local Bayesian Optimization Samyam Rajbhandari Michael Pearce Jacob R. Gardner Ryan D. Turner Matthias Poloczek 79 458 0 03 Oct 2019
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 82 646 0 10 Jun 2014
Gaussian Processes for Big Data J. Hensman Nicolò Fusi Neil D. Lawrence GP 91 1,226 0 26 Sep 2013
Deep Gaussian Processes Andreas C. Damianou Neil D. Lawrence GP BDL 78 1,178 0 02 Nov 2012
Determinantal point processes for machine learning Alex Kulesza B. Taskar 216 1,130 0 25 Jul 2012