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A Survey of Methods for Automated Algorithm Configuration

3 February 2022

Eyke Hüllermeier

Papers citing "A Survey of Methods for Automated Algorithm Configuration"

43 / 43 papers shown

Title
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 124 345 0 20 Sep 2021
Machine Learning for Online Algorithm Selection under Censored Feedback Alexander Tornede Viktor Bengs Eyke Hüllermeier 68 3 0 13 Sep 2021
Automated Machine Learning, Bounded Rationality, and Rational Metareasoning Eyke Hüllermeier F. Mohr Alexander Tornede Marcel Wever LRM 86 3 0 10 Sep 2021
Evolving Evolutionary Algorithms using Linear Genetic Programming Mihai Oltean 82 135 0 21 Aug 2021
Algorithm Selection on a Meta Level Alexander Tornede Lukas Gehring Tanja Tornede Marcel Wever Eyke Hüllermeier 32 19 0 20 Jul 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 239 496 0 13 Jul 2021
DACBench: A Benchmark Library for Dynamic Algorithm Configuration Theresa Eimer André Biedenkapp Maximilian V Reimer Steven Adriaensen Frank Hutter Marius Lindauer 63 29 0 18 May 2021
Leveraging Benchmarking Data for Informed One-Shot Dynamic Algorithm Selection Furong Ye Carola Doerr Thomas Bäck 27 7 0 12 Feb 2021
Towards Meta-Algorithm Selection Alexander Tornede Marcel Wever Eyke Hüllermeier 33 5 0 17 Nov 2020
Neural Model-based Optimization with Right-Censored Observations Katharina Eggensperger Kai Haase Philip Muller Marius Lindauer Frank Hutter 64 9 0 29 Sep 2020
On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice Li Yang Abdallah Shami AI4CE 176 2,108 0 30 Jul 2020
Fast Perturbative Algorithm Configurators George T. Hall P. S. Oliveto Dirk Sudholt 35 7 0 07 Jul 2020
Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis Alexander Tornede Marcel Wever Stefan Werner F. Mohr Eyke Hüllermeier 40 13 0 06 Jul 2020
Refined bounds for algorithm configuration: The knife-edge of dual class approximability Maria-Florina Balcan Tuomas Sandholm Ellen Vitercik 42 15 0 21 Jun 2020
Learning Heuristic Selection with Dynamic Algorithm Configuration David Speck André Biedenkapp Frank Hutter Robert Mattmüller Marius Lindauer 66 29 0 15 Jun 2020
MATE: A Model-based Algorithm Tuning Engine Mohamed El Yafrani M. Martins Inkyung Sung Markus Wagner Carola Doerr Peter Nielsen 36 4 0 27 Apr 2020
Analysis of the Performance of Algorithm Configurators for Search Heuristics with Global Mutation Operators George T. Hall P. S. Oliveto Dirk Sudholt 42 10 0 09 Apr 2020
Hyper-Parameter Optimization: A Review of Algorithms and Applications Tong Yu Hong Zhu AAML 75 539 0 12 Mar 2020
Online Preselection with Context Information under the Plackett-Luce Model Adil El Mesaoudi-Paul Viktor Bengs Eyke Hüllermeier 31 4 0 11 Feb 2020
Extreme Algorithm Selection With Dyadic Feature Representation Alexander Tornede Marcel Wever Eyke Hüllermeier 38 22 0 29 Jan 2020
On Performance Estimation in Automatic Algorithm Configuration Shengcai Liu K. Tang Yunwen Lei Xin Yao 56 23 0 19 Nov 2019
How much data is sufficient to learn high-performing algorithms? Generalization guarantees for data-driven algorithm design Maria-Florina Balcan Dan F. DeBlasio Travis Dick Carl Kingsford Tuomas Sandholm Ellen Vitercik 55 35 0 08 Aug 2019
Preselection Bandits Viktor Bengs Eyke Hüllermeier 29 6 0 13 Jul 2019
Learning to Link Maria-Florina Balcan Travis Dick Manuel Lang 55 25 0 01 Jul 2019
Automated Machine Learning: State-of-The-Art and Open Challenges Radwa El Shawi Mohamed Maher Sherif Sakr 46 161 0 05 Jun 2019
Learning to Optimize Computational Resources: Frugal Training with Generalization Guarantees Maria-Florina Balcan Tuomas Sandholm Ellen Vitercik 49 16 0 26 May 2019
Online Selection of CMA-ES Variants Diederick Vermetten Sander van Rijn Thomas Bäck Carola Doerr 49 26 0 16 Apr 2019
On the Impact of the Cutoff Time on the Performance of Algorithm Configurators George T. Hall P. S. Oliveto Dirk Sudholt 25 12 0 12 Apr 2019
Procrastinating with Confidence: Near-Optimal, Anytime, Adaptive Algorithm Configuration Robert D. Kleinberg Kevin Leyton-Brown Brendan Lucier Devon R. Graham 37 20 0 14 Feb 2019
Automated Algorithm Selection: Survey and Perspectives P. Kerschke Holger H. Hoos Frank Neumann Heike Trautmann 48 382 0 28 Nov 2018
Preference-based Online Learning with Dueling Bandits: A Survey Viktor Bengs R. Busa-Fekete Adil El Mesaoudi-Paul Eyke Hüllermeier 102 114 0 30 Jul 2018
A Tutorial on Bayesian Optimization P. Frazier GP 113 1,794 0 08 Jul 2018
LeapsAndBounds: A Method for Approximately Optimal Algorithm Configuration Gellert Weisz András Gyorgy Csaba Szepesvári 35 35 0 02 Jul 2018
Automatic Construction of Parallel Portfolios via Explicit Instance Grouping Shengcai Liu K. Tang Xin Yao 43 29 0 17 Apr 2018
Learning to Branch Maria-Florina Balcan Travis Dick Tuomas Sandholm Ellen Vitercik 70 173 0 27 Mar 2018
Warmstarting of Model-based Algorithm Configuration Marius Lindauer Frank Hutter 50 62 0 14 Sep 2017
Pitfalls and Best Practices in Algorithm Configuration Katharina Eggensperger Marius Lindauer Frank Hutter 59 63 0 17 May 2017
Learning-Theoretic Foundations of Algorithm Configuration for Combinatorial Partitioning Problems Maria-Florina Balcan Vaishnavh Nagarajan Ellen Vitercik Colin White 47 61 0 14 Nov 2016
ParamILS: An Automatic Algorithm Configuration Framework Frank Hutter Thomas Stuetzle Kevin Leyton-Brown T. Stützle 90 1,067 0 15 Jan 2014
Bayesian Optimization With Censored Response Data Frank Hutter Holger Hoos Kevin Leyton-Brown 72 36 0 07 Oct 2013
Algorithm Runtime Prediction: Methods & Evaluation Frank Hutter Lin Xu Holger H. Hoos Kevin Leyton-Brown 91 419 0 05 Nov 2012
Algorithm Selection for Combinatorial Search Problems: A Survey Lars Kotthoff 79 373 0 30 Oct 2012
SATzilla: Portfolio-based Algorithm Selection for SAT Lin Xu Frank Hutter Holger H. Hoos Kevin Leyton-Brown 98 975 0 31 Oct 2011