Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package flacco

17 August 2017

Papers citing "Comprehensive Feature-Based Landscape Analysis of Continuous and Constrained Optimization Problems Using the R-Package flacco"

43 / 43 papers shown

Title
Greedy Restart Schedules: A Baseline for Dynamic Algorithm Selection on Numerical Black-box Optimization Problems Lennart Schäpermeier 96 0 0 15 Apr 2025
Landscape-Aware Automated Algorithm Configuration using Multi-output Mixed Regression and Classification Fu Xing Long M. Frenzel Peter Krause M. Gitterle Thomas Bäck Niki van Stein 52 0 0 02 Sep 2024
Hilbert curves for efficient exploratory landscape analysis neighbourhood sampling Jakob Träuble Anna Sergeevna Bosman Gabriele Kaminski Schierle 58 0 0 01 Aug 2024
Hybridizing Target- and SHAP-encoded Features for Algorithm Selection in Mixed-variable Black-box Optimization Konstantin Dietrich Raphael Patrick Prager Carola Doerr Heike Trautmann 53 0 0 10 Jul 2024
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 77 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 51 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 44 0 0 13 May 2024
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
Characterising harmful data sources when constructing multi-fidelity surrogate models Nicolau Andrés-Thió Mario Andrés Muñoz Kate Smith-Miles 28 1 0 12 Mar 2024
Exploratory Landscape Analysis for Mixed-Variable Problems Raphael Patrick Prager Heike Trautmann 52 3 0 26 Feb 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
Deep-ELA: Deep Exploratory Landscape Analysis with Self-Supervised Pretrained Transformers for Single- and Multi-Objective Continuous Optimization Problems M. Seiler P. Kerschke Heike Trautmann 60 7 0 02 Jan 2024
GNBG: A Generalized and Configurable Benchmark Generator for Continuous Numerical Optimization D. Yazdani M. Omidvar Delaram Yazdani Kalyanmoy Deb Amir H. Gandomi 38 3 0 12 Dec 2023
Towards the Inferrence of Structural Similarity of Combinatorial Landscapes Mingyu Huang Ke Li 60 0 0 05 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
Algorithm Instance Footprint: Separating Easily Solvable and Challenging Problem Instances Ana Nikolikj Savso Dvzeroski Mario Andrés Muñoz Carola Doerr Peter Korovsec T. Eftimov 64 6 0 01 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
Computational and Exploratory Landscape Analysis of the GKLS Generator J. Kůdela M. Juricek 68 6 0 18 Apr 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 42 19 0 31 Mar 2023
Tools for Landscape Analysis of Optimisation Problems in Procedural Content Generation for Games Vanessa Volz B. Naujoks P. Kerschke Tea Tušar 50 4 0 16 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
OPTION: OPTImization Algorithm Benchmarking ONtology Ana Kostovska Diederick Vermetten Carola Doerr Jannis Brugger P. Panov T. Eftimov 81 11 0 21 Nov 2022
Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis C. Benjamins Anja Jankovic Elena Raponi K. Blom Marius Lindauer Carola Doerr 60 5 0 17 Nov 2022
HPO X ELA: Investigating Hyperparameter Optimization Landscapes by Means of Exploratory Landscape Analysis Lennart Schneider Lennart Schäpermeier Raphael Patrick Prager B. Bischl Heike Trautmann P. Kerschke 47 11 0 30 Jul 2022
Automated Algorithm Selection for Radar Network Configuration Quentin Renau Johann Dréo A. Peres Y. Semet Carola Doerr Benjamin Doerr 44 4 0 07 May 2022
SELECTOR: Selecting a Representative Benchmark Suite for Reproducible Statistical Comparison Gjorgjina Cenikj Ryan Dieter Lang A. Engelbrecht Carola Doerr Peter Korošec T. Eftimov 41 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 82 37 0 20 Apr 2022
Trajectory-based Algorithm Selection with Warm-starting Anja Jankovic Diederick Vermetten Ana Kostovska Jacob De Nobel T. Eftimov Carola Doerr 80 10 0 13 Apr 2022
A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes M. Seiler Raphael Patrick Prager P. Kerschke Heike Trautmann 58 21 0 12 Apr 2022
Landscape Analysis for Surrogate Models in the Evolutionary Black-Box Context Z. Pitra J. Koza Jirí Tumpach M. Holeňa 102 2 0 11 Feb 2022
Explainable Landscape-Aware Optimization Performance Prediction R. Trajanov Stefan Dimeski Martin Popovski Peter Korošec T. Eftimov 63 16 0 22 Oct 2021
Benchmarking Feature-based Algorithm Selection Systems for Black-box Numerical Optimization Ryoji Tanabe 41 15 0 17 Sep 2021
Characterization of Constrained Continuous Multiobjective Optimization Problems: A Feature Space Perspective Aljoša Vodopija Tea Tušar B. Filipič 68 18 0 09 Sep 2021
Emergence of Structural Bias in Differential Evolution Bas van Stein Fabio Caraffini Anna V. Kononova 38 8 0 10 May 2021
Towards Exploratory Landscape Analysis for Large-scale Optimization: A Dimensionality Reduction Framework Ryoji Tanabe 39 2 0 21 Apr 2021
Explorative Data Analysis of Time Series based AlgorithmFeatures of CMA-ES Variants Jacob De Nobel Hao Wang Thomas Bäck AI4TS 38 9 0 16 Apr 2021
Towards Feature-Based Performance Regression Using Trajectory Data Anja Jankovic T. Eftimov Carola Doerr 82 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 52 33 0 01 Feb 2021
Neural Network Design: Learning from Neural Architecture Search Bas van Stein Hongya Wang Thomas Bäck 29 10 0 01 Nov 2020
Linear Matrix Factorization Embeddings for Single-objective Optimization Landscapes T. Eftimov Gorjan Popovski Quentin Renau Peter Korošec Carola Doerr 43 12 0 30 Sep 2020
Benchmarking in Optimization: Best Practice and Open Issues Thomas Bartz-Beielstein Carola Doerr Daan van den Berg Jakob Bossek Sowmya Chandrasekaran ... B. Naujoks Patryk Orzechowski Vanessa Volz Markus Wagner T. Weise 128 112 0 07 Jul 2020
One-Shot Decision-Making with and without Surrogates Jakob Bossek P. Kerschke Aneta Neumann Frank Neumann Carola Doerr 120 2 0 19 Dec 2019
Automated Algorithm Selection: Survey and Perspectives P. Kerschke Holger H. Hoos Frank Neumann Heike Trautmann 66 384 0 28 Nov 2018