Towards Explainable Exploratory Landscape Analysis: Extreme Feature
Selection for Classifying BBOB Functions

Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions

1 February 2021

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Papers citing "Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions"

16 / 16 papers shown

Title
The Pitfalls of Benchmarking in Algorithm Selection: What We Are Getting Wrong G. Petelin Gjorgjina Cenikj 139 0 0 12 May 2025
Reinforcement learning Based Automated Design of Differential Evolution Algorithm for Black-box Optimization Xu Yang Rui Wang Kaiwen Li Ling Wang 105 0 0 22 Jan 2025
Algorithm Selection with Probing Trajectories: Benchmarking the Choice of Classifier Model Quentin Renau E. Hart 100 0 0 20 Jan 2025
Impact of Training Instance Selection on Automated Algorithm Selection Models for Numerical Black-box Optimization Konstantin Dietrich Diederick Vermetten Carola Doerr P. Kerschke 82 2 0 11 Apr 2024
Impact of spatial transformations on landscape features of CEC2022 basic benchmark problems Haoran Yin Diederick Vermetten Furong Ye Thomas H. W. Bäck Anna V. Kononova 78 1 0 12 Feb 2024
On the Utility of Probing Trajectories for Algorithm-Selection Quentin Renau Emma Hart 86 6 0 23 Jan 2024
MA-BBOB: A Problem Generator for Black-Box Optimization Using Affine Combinations and Shifts Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr 61 10 0 18 Dec 2023
DynamoRep: Trajectory-Based Population Dynamics for Classification of Black-box Optimization Problems Gjorgjina Cenikj G. Petelin Carola Doerr Peter Korošec T. Eftimov 84 11 0 08 Jun 2023
Challenges of ELA-guided Function Evolution using Genetic Programming Fu Xing Long Diederick Vermetten Anna V. Kononova Roman Kalkreuth Kaifeng Yang Thomas Bäck Niki van Stein 49 6 0 24 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 50 19 0 31 Mar 2023
Using Affine Combinations of BBOB Problems for Performance Assessment Diederick Vermetten Furong Ye Carola Doerr 68 11 0 08 Mar 2023
To Switch or not to Switch: Predicting the Benefit of Switching between Algorithms based on Trajectory Features Diederick Vermetten Hao Wang Kevin Sim E. Hart 55 8 0 17 Feb 2023
BBOB Instance Analysis: Landscape Properties and Algorithm Performance across Problem Instances F. Long Diederick Vermetten Bas van Stein Anna V. Kononova 72 21 0 29 Nov 2022
Explainable Landscape Analysis in Automated Algorithm Performance Prediction R. Trajanov Stefan Dimeski Martin Popovski Peter Korošec T. Eftimov 57 13 0 22 Mar 2022
Landscape Analysis for Surrogate Models in the Evolutionary Black-Box Context Z. Pitra J. Koza Jirí Tumpach M. Holeňa 110 2 0 11 Feb 2022
Explainable Landscape-Aware Optimization Performance Prediction R. Trajanov Stefan Dimeski Martin Popovski Peter Korošec T. Eftimov 71 16 0 22 Oct 2021