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IOHanalyzer: Performance Analysis for Iterative Optimization Heuristic

Jul 08, 2020
Hao Wang, Diederick Vermetten, Furong Ye, Carola Doerr, Thomas B盲ck


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Benchmarking in Optimization: Best Practice and Open Issues

Jul 07, 2020
Thomas Bartz-Beielstein, Carola Doerr, Jakob Bossek, Sowmya Chandrasekaran, Tome Eftimov, Andreas Fischbach, Pascal Kerschke, Manuel Lopez-Ibanez, Katherine M. Malan, Jason H. Moore, Boris Naujoks, Patryk Orzechowski, Vanessa Volz, Markus Wagner, Thomas Weise


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High Dimensional Bayesian Optimization Assisted by Principal Component Analysis

Jul 02, 2020
Elena Raponi, Hao Wang, Mariusz Bujny, Simonetta Boria, Carola Doerr

* 11 pages, 5 figures, conference paper accepted at PPSN2020 

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Optimal Mutation Rates for the $(1+位)$ EA on OneMax

Jun 20, 2020
Maxim Buzdalov, Carola Doerr

* This is an extended version of the paper accepted to the PPSN 2020 conference 

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Exploratory Landscape Analysis is Strongly Sensitive to the Sampling Strategy

Jun 19, 2020
Quentin Renau, Carola Doerr, Johann Dreo, Benjamin Doerr

* To appear in the proceedings of the 16th International Conference on Parallel Problem Solving from Nature (PPSN 2020) 

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Hybridizing the 1/5-th Success Rule with Q-Learning for Controlling the Mutation Rate of an Evolutionary Algorithm

Jun 19, 2020
Arina Buzdalova, Carola Doerr, Anna Rodionova

* To appear in the Proceedings of Parallel Problem Solving from Nature (PPSN'2020) 

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Landscape-Aware Fixed-Budget Performance Regression and Algorithm Selection for Modular CMA-ES Variants

Jun 17, 2020
Anja Jankovic, Carola Doerr

* To appear in Proc. of Genetic and Evolutionary Computation Conference (GECCO'20) 

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Towards Dynamic Algorithm Selection for Numerical Black-Box Optimization: Investigating BBOB as a Use Case

Jun 11, 2020
Diederick Vermetten, Hao Wang, Carola Doerr, Thomas B盲ck


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Benchmarking a $(渭+位)$ Genetic Algorithm with Configurable Crossover Probability

Jun 10, 2020
Furong Ye, Hao Wang, Carola Doerr, Thomas B盲ck


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MATE: A Model-based Algorithm Tuning Engine

Apr 27, 2020
Mohamed El Yafrani, Marcella Scoczynski Ribeiro Martins, Inkyung Sung, Markus Wagner, Carola Doerr, Peter Nielsen

* 14 pages. Submitted to PPSN2020 

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Variance Reduction for Better Sampling in Continuous Domains

Apr 24, 2020
Laurent Meunier, Carola Doerr, Jeremy Rapin, Olivier Teytaud


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Fixed-Target Runtime Analysis

Apr 20, 2020
Maxim Buzdalov, Benjamin Doerr, Carola Doerr, Dmitry Vinokurov

* This is a slightly extended version of the paper accepted to GECCO 2020 

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Initial Design Strategies and their Effects on Sequential Model-Based Optimization

Mar 30, 2020
Jakob Bossek, Carola Doerr, Pascal Kerschke

* To appear in Proc. of ACM Genetic and Evolutionary Computation Conference (GECCO'20) 

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Sequential vs. Integrated Algorithm Selection and Configuration: A Case Study for the Modular CMA-ES

Jan 06, 2020
Diederick Vermetten, Hao Wang, Carola Doerr, Thomas B盲ck


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One-Shot Decision-Making with and without Surrogates

Dec 20, 2019
Jakob Bossek, Pascal Kerschke, Aneta Neumann, Frank Neumann, Carola Doerr


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Benchmarking Discrete Optimization Heuristics with IOHprofiler

Dec 19, 2019
Carola Doerr, Furong Ye, Naama Horesh, Hao Wang, Ofer M. Shir, Thomas B盲ck


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One-Sh ot Decision-Making with and without Surrogates

Dec 19, 2019
Jakob Bossek, Pascal Kerschke, Aneta Neumann, Frank Neumann, Carola Doerr


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Optimization of Chance-Constrained Submodular Functions

Nov 26, 2019
Benjamin Doerr, Carola Doerr, Aneta Neumann, Frank Neumann, Andrew M. Sutton

* Accepted for oral presentation at AAAI 2020 

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Offspring Population Size Matters when Comparing Evolutionary Algorithms with Self-Adjusting Mutation Rates

Apr 18, 2019
Anna Rodionova, Kirill Antonov, Arina Buzdalova, Carola Doerr

* To appear at Genetic and Evolutionary Computation Conference (GECCO'19). v2: minor language revision 

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Maximizing Drift is Not Optimal for Solving OneMax

Apr 16, 2019
Nathan Buskulic, Carola Doerr


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Online Selection of CMA-ES Variants

Apr 16, 2019
Diederick Vermetten, Sander van Rijn, Thomas B盲ck, Carola Doerr

* To appear at Genetic and Evolutionary Computation Conference (GECCO'19) Appendix will be added in due time 

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Fast Re-Optimization via Structural Diversity

Apr 16, 2019
Benjamin Doerr, Carola Doerr, Frank Neumann

* To appear at Genetic and Evolutionary Computation Conference (GECCO '19) 

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Hyper-Parameter Tuning for the (1+(位,位)) GA

Apr 09, 2019
Nguyen Dang, Carola Doerr

* To appear at ACM Genetic and Evolutionary Computation Conference (GECCO'19). This version has some additional plots and data 

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Self-Adjusting Mutation Rates with Provably Optimal Success Rules

Feb 07, 2019
Benjamin Doerr, Carola Doerr, Johannes Lengler


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Interpolating Local and Global Search by Controlling the Variance of Standard Bit Mutation

Jan 17, 2019
Furong Ye, Carola Doerr, Thomas B盲ck


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The Query Complexity of a Permutation-Based Variant of Mastermind

Dec 20, 2018
Peyman Afshani, Manindra Agrawal, Benjamin Doerr, Carola Doerr, Kasper Green Larsen, Kurt Mehlhorn

* Full version of a result previously announced in 2013. Accepted subject to minor revision at Discrete Applied Mathematics 

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Towards a More Practice-Aware Runtime Analysis of Evolutionary Algorithms

Dec 03, 2018
Eduardo Carvalho Pinto, Carola Doerr

* Internship report as of July 2017. Some references are outdated. Please get in touch if you are interested in a specific result and we will be happy to discuss the latest version 

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