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2006.09855
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Landscape-Aware Fixed-Budget Performance Regression and Algorithm Selection for Modular CMA-ES Variants
17 June 2020
Anja Jankovic
Carola Doerr
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Papers citing
"Landscape-Aware Fixed-Budget Performance Regression and Algorithm Selection for Modular CMA-ES Variants"
22 / 22 papers shown
The Pitfalls of Benchmarking in Algorithm Selection: What We Are Getting Wrong
Annual Conference on Genetic and Evolutionary Computation (GECCO), 2025
G. Petelin
Gjorgjina Cenikj
391
2
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
224
3
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
189
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
150
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
175
5
0
31 May 2023
Sensitivity Analysis of RF+clust for Leave-one-problem-out Performance Prediction
IEEE Congress on Evolutionary Computation (CEC), 2023
Ana Nikolikj
Michal Pluhacek
Carola Doerr
Peter Korošec
T. Eftimov
189
4
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
227
27
0
31 Mar 2023
Using Affine Combinations of BBOB Problems for Performance Assessment
Annual Conference on Genetic and Evolutionary Computation (GECCO), 2023
Diederick Vermetten
Furong Ye
Carola Doerr
306
13
0
08 Mar 2023
Tools for Landscape Analysis of Optimisation Problems in Procedural Content Generation for Games
Applied Soft Computing (Appl. Soft Comput.), 2023
Vanessa Volz
B. Naujoks
P. Kerschke
Tea Tušar
246
6
0
16 Feb 2023
RF+clust for Leave-One-Problem-Out Performance Prediction
Ana Nikolikj
Carola Doerr
T. Eftimov
223
10
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
189
29
0
29 Nov 2022
Automated Algorithm Selection for Radar Network Configuration
Annual Conference on Genetic and Evolutionary Computation (GECCO), 2022
Quentin Renau
Johann Dréo
A. Peres
Y. Semet
Carola Doerr
Benjamin Doerr
195
6
0
07 May 2022
Per-run Algorithm Selection with Warm-starting using Trajectory-based Features
Parallel Problem Solving from Nature (PPSN), 2022
Ana Kostovska
Anja Jankovic
Diederick Vermetten
Jacob De Nobel
Hao Wang
T. Eftimov
Carola Doerr
225
40
0
20 Apr 2022
The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants
Annual Conference on Genetic and Evolutionary Computation (GECCO), 2022
Ana Kostovska
Diederick Vermetten
Jannis Brugger
Carola Doerr
Peter Korošec
T. Eftimov
224
15
0
15 Apr 2022
Explainable Landscape Analysis in Automated Algorithm Performance Prediction
R. Trajanov
Stefan Dimeski
Martin Popovski
Peter Korošec
T. Eftimov
219
14
0
22 Mar 2022
Explainable Landscape-Aware Optimization Performance Prediction
IEEE Symposium Series on Computational Intelligence (SSCI), 2021
R. Trajanov
Stefan Dimeski
Martin Popovski
Peter Korošec
T. Eftimov
221
17
0
22 Oct 2021
Benchmarking Feature-based Algorithm Selection Systems for Black-box Numerical Optimization
Ryoji Tanabe
377
19
0
17 Sep 2021
Personalizing Performance Regression Models to Black-Box Optimization Problems
Annual Conference on Genetic and Evolutionary Computation (GECCO), 2021
T. Eftimov
Anja Jankovic
Gorjan Popovski
Carola Doerr
Peter Korošec
189
6
0
22 Apr 2021
Towards Exploratory Landscape Analysis for Large-scale Optimization: A Dimensionality Reduction Framework
Annual Conference on Genetic and Evolutionary Computation (GECCO), 2021
Ryoji Tanabe
218
2
0
21 Apr 2021
The Impact of Hyper-Parameter Tuning for Landscape-Aware Performance Regression and Algorithm Selection
Annual Conference on Genetic and Evolutionary Computation (GECCO), 2021
Anja Jankovic
Gorjan Popovski
T. Eftimov
Carola Doerr
201
26
0
19 Apr 2021
Towards Feature-Based Performance Regression Using Trajectory Data
Anja Jankovic
T. Eftimov
Carola Doerr
214
29
0
10 Feb 2021
Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions
Quentin Renau
Johann Dréo
Carola Doerr
Benjamin Doerr
193
36
0
01 Feb 2021
1
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