PS-AAS: Portfolio Selection for Automated Algorithm Selection in
Black-Box Optimization

PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization

14 October 2023

Gjorgjina Cenikj

Diederick Vermetten

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Papers citing "PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization"

16 / 16 papers shown

Title
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Zeyuan Ma Hongshu Guo Yue-Jiao Gong Jun Zhang Kay Chen Tan 280 4 0 01 Nov 2024
Modular Differential Evolution Diederick Vermetten Fabio Caraffini Anna V. Kononova Thomas Bäck 42 17 0 19 Apr 2023
Using Knowledge Graphs for Performance Prediction of Modular Optimization Algorithms Ana Kostovska Diederick Vermetten Jannis Brugger P. Panov T. Eftimov Carola Doerr 38 8 0 24 Jan 2023
OPTION: OPTImization Algorithm Benchmarking ONtology Ana Kostovska Diederick Vermetten Carola Doerr Jannis Brugger P. Panov T. Eftimov 70 11 0 21 Nov 2022
SELECTOR: Selecting a Representative Benchmark Suite for Reproducible Statistical Comparison Gjorgjina Cenikj Ryan Dieter Lang A. Engelbrecht Carola Doerr Peter Korošec T. Eftimov 33 23 0 25 Apr 2022
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 53 37 0 20 Apr 2022
The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants Ana Kostovska Diederick Vermetten Jannis Brugger Carola Doerr Peter Korošec T. Eftimov 50 9 0 15 Apr 2022
The Impact of Hyper-Parameter Tuning for Landscape-Aware Performance Regression and Algorithm Selection Anja Jankovic Gorjan Popovski T. Eftimov Carola Doerr 38 23 0 19 Apr 2021
Tuning as a Means of Assessing the Benefits of New Ideas in Interplay with Existing Algorithmic Modules Jacob De Nobel Diederick Vermetten Hao Wang Carola Doerr Thomas Bäck 51 45 0 25 Feb 2021
IOHanalyzer: Detailed Performance Analyses for Iterative Optimization Heuristics Hongya Wang Diederick Vermetten Furong Ye Carola Doerr Thomas Bäck 112 48 0 08 Jul 2020
A Modular Hybridization of Particle Swarm Optimization and Differential Evolution Rick Boks Hongya Wang Thomas Bäck 32 13 0 21 Jun 2020
Exploratory Landscape Analysis is Strongly Sensitive to the Sampling Strategy Quentin Renau Carola Doerr Johann Dréo Benjamin Doerr 105 59 0 19 Jun 2020
Automated Algorithm Selection: Survey and Perspectives P. Kerschke Holger H. Hoos Frank Neumann Heike Trautmann 48 382 0 28 Nov 2018
Automated Algorithm Selection on Continuous Black-Box Problems By Combining Exploratory Landscape Analysis and Machine Learning P. Kerschke Heike Trautmann 75 152 0 24 Nov 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 1.1K 22,018 0 22 May 2017
CMA-ES with Two-Point Step-Size Adaptation Nikolaus Hansen 114 575 0 02 May 2008