Towards Automated Design of Bayesian Optimization via Exploratory
Landscape Analysis

Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis

17 November 2022

Marius Lindauer

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Papers citing "Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis"

13 / 13 papers shown

Title
Per-run Algorithm Selection with Warm-starting using Trajectory-based Features Ana Kostovska Anja Jankovic Diederick Vermetten Jacob De Nobel Hao Wang T. Eftimov Carola Doerr 74 37 0 20 Apr 2022
Trajectory-based Algorithm Selection with Warm-starting Anja Jankovic Diederick Vermetten Ana Kostovska Jacob De Nobel T. Eftimov Carola Doerr 70 10 0 13 Apr 2022
Theory-inspired Parameter Control Benchmarks for Dynamic Algorithm Configuration André Biedenkapp Nguyen Dang Martin S. Krejca Frank Hutter Carola Doerr 64 8 0 07 Feb 2022
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Marius Lindauer Katharina Eggensperger Matthias Feurer André Biedenkapp Difan Deng C. Benjamins Tim Ruhopf René Sass Frank Hutter 126 347 0 20 Sep 2021
Towards Feature-Based Performance Regression Using Trajectory Data Anja Jankovic T. Eftimov Carola Doerr 62 26 0 10 Feb 2021
Initial Design Strategies and their Effects on Sequential Model-Based Optimization Jakob Bossek Carola Doerr P. Kerschke 64 27 0 30 Mar 2020
Towards Assessing the Impact of Bayesian Optimization's Own Hyperparameters Marius Lindauer Matthias Feurer Katharina Eggensperger André Biedenkapp Frank Hutter 120 18 0 19 Aug 2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly Kirthevasan Kandasamy Karun Raju Vysyaraju Willie Neiswanger Biswajit Paria Christopher R. Collins J. Schneider Barnabás Póczós Eric Xing 76 176 0 15 Mar 2019
Automated Algorithm Selection: Survey and Perspectives P. Kerschke Holger H. Hoos Frank Neumann Heike Trautmann 56 383 0 28 Nov 2018
Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package flacco P. Kerschke 64 102 0 17 Aug 2017
Improving the Expected Improvement Algorithm Chao Qin Diego Klabjan Daniel Russo 88 137 0 29 May 2017
COCO: A Platform for Comparing Continuous Optimizers in a Black-Box Setting N. Hansen A. Auger Raymond Ros Olaf Mersmann Tea Tušar D. Brockhoff 71 429 0 29 Mar 2016
Portfolio Allocation for Bayesian Optimization E. Brochu Matthew W. Hoffman Nando de Freitas 441 280 0 28 Sep 2010

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