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

17 June 2020

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

22 / 22 papers shown

Title
The Pitfalls of Benchmarking in Algorithm Selection: What We Are Getting Wrong G. Petelin Gjorgjina Cenikj 29 0 0 12 May 2025
A Survey of Meta-features Used for Automated Selection of Algorithms for Black-box Single-objective Continuous Optimization Gjorgjina Cenikj Ana Nikolikj Gašper Petelin Niki van Stein Carola Doerr T. Eftimov 54 1 0 08 Jun 2024
Generalization Ability of Feature-based Performance Prediction Models: A Statistical Analysis across Benchmarks Ana Nikolikj Ana Kostovska Gjorgjina Cenikj Carola Doerr T. Eftimov 23 2 0 20 May 2024
On Constructing Algorithm Portfolios in Algorithm Selection for Computationally Expensive Black-box Optimization in the Fixed-budget Setting Takushi Yoshikawa Ryoji Tanabe 21 0 0 13 May 2024
Assessing the Generalizability of a Performance Predictive Model Ana Nikolikj Gjorgjina Cenikj Gordana Ispirova Diederick Vermetten Ryan Dieter Lang A. Engelbrecht Carola Doerr Peter Korošec T. Eftimov 19 3 0 31 May 2023
Sensitivity Analysis of RF+clust for Leave-one-problem-out Performance Prediction Ana Nikolikj Michal Pluhacek Carola Doerr Peter Korošec T. Eftimov 22 2 0 30 May 2023
DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis Bas van Stein Fu Xing Long M. Frenzel Peter Krause M. Gitterle T.H.W. Bäck 9 19 0 31 Mar 2023
Using Affine Combinations of BBOB Problems for Performance Assessment Diederick Vermetten Furong Ye Carola Doerr 16 11 0 08 Mar 2023
Tools for Landscape Analysis of Optimisation Problems in Procedural Content Generation for Games Vanessa Volz B. Naujoks P. Kerschke Tea Tušar 19 3 0 16 Feb 2023
RF+clust for Leave-One-Problem-Out Performance Prediction Ana Nikolikj Carola Doerr T. Eftimov 16 6 0 23 Jan 2023
BBOB Instance Analysis: Landscape Properties and Algorithm Performance across Problem Instances F. Long Diederick Vermetten Bas van Stein Anna V. Kononova 16 19 0 29 Nov 2022
Automated Algorithm Selection for Radar Network Configuration Quentin Renau Johann Dréo A. Peres Y. Semet Carola Doerr Benjamin Doerr 21 4 0 07 May 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 22 37 0 20 Apr 2022
The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants Ana Kostovska Diederick Vermetten S. Džeroski Carola Doerr Peter Korošec T. Eftimov 14 8 0 15 Apr 2022
Explainable Landscape Analysis in Automated Algorithm Performance Prediction R. Trajanov Stefan Dimeski Martin Popovski Peter Korošec T. Eftimov 23 13 0 22 Mar 2022
Explainable Landscape-Aware Optimization Performance Prediction R. Trajanov Stefan Dimeski Martin Popovski Peter Korošec T. Eftimov 11 16 0 22 Oct 2021
Benchmarking Feature-based Algorithm Selection Systems for Black-box Numerical Optimization Ryoji Tanabe 11 15 0 17 Sep 2021
Personalizing Performance Regression Models to Black-Box Optimization Problems T. Eftimov Anja Jankovic Gorjan Popovski Carola Doerr Peter Korošec 16 6 0 22 Apr 2021
Towards Exploratory Landscape Analysis for Large-scale Optimization: A Dimensionality Reduction Framework Ryoji Tanabe 13 2 0 21 Apr 2021
The Impact of Hyper-Parameter Tuning for Landscape-Aware Performance Regression and Algorithm Selection Anja Jankovic Gorjan Popovski T. Eftimov Carola Doerr 10 23 0 19 Apr 2021
Towards Feature-Based Performance Regression Using Trajectory Data Anja Jankovic T. Eftimov Carola Doerr 28 26 0 10 Feb 2021
Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions Quentin Renau Johann Dréo Carola Doerr Benjamin Doerr 6 31 0 01 Feb 2021