Regret and Belief Complexity Trade-off in Gaussian Process Bandits via Information Thresholding

23 March 2020

Papers citing "Regret and Belief Complexity Trade-off in Gaussian Process Bandits via Information Thresholding"

7 / 7 papers shown

Title
A Tutorial on Bayesian Optimization P. Frazier GP 101 1,776 0 08 Jul 2018
Streaming Sparse Gaussian Process Approximations T. Bui Cuong V Nguyen Richard Turner 42 102 0 19 May 2017
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 197 2,321 0 21 Mar 2016
Theoretical Analysis of Bayesian Optimisation with Unknown Gaussian Process Hyper-Parameters Ziyun Wang Nando de Freitas 70 89 0 30 Jun 2014
Thompson Sampling for Complex Bandit Problems Aditya Gopalan Shie Mannor Yishay Mansour 108 202 0 03 Nov 2013
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 317 7,923 0 13 Jun 2012
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design Niranjan Srinivas Andreas Krause Sham Kakade Matthias Seeger 144 1,618 0 21 Dec 2009