Exploratory Landscape Analysis for Mixed-Variable Problems

Authors: Patrick Prager, R., Trautmann, H.

Source: IEEE Transactions on Evolutionary Computation IEEE Trans. Evol. Computat. Evolutionary Computation, IEEE Transactions on. 29(4):936-947 Aug, 2025

On bi-objective combinatorial optimization with heterogeneous objectives

Authors: Cosson, Raphaël, Santana, Roberto, Derbel, Bilel, Liefooghe, Arnaud

Contributors: Liefooghe, Arnaud

Source: European Journal of Operational Research. 319:89-101

Subject Terms: [INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], Multiple optimization, Landscape analysis, Automated algorithm selection, [INFO.INFO-RO] Computer Science [cs]/Operations Research [math.OC]

Access URL: https://hal.science/hal-04692894v1
https://doi.org/10.1016/j.ejor.2024.06.029

Explainable Model-specific Algorithm Selection for Multi-Label Classification

Authors: Kostovska, Ana, Doerr, Carola, Dzeroski, Saso, Kocev, Dragi, Panov, Pance, Eftimov, Tome

Source: 2022 IEEE Symposium Series on Computational Intelligence (SSCI) Computational Intelligence (SSCI), 2022 IEEE Symposium Series on. :39-46 Dec, 2022

Relation: 2022 IEEE Symposium Series on Computational Intelligence (SSCI)

Synergies of Deep and Classical Exploratory Landscape Features for Automated Algorithm Selection

Authors: Seiler, Moritz^Aff11, Škvorc, Urban^Aff11, Doerr, Carola^Aff12, Trautmann, Heike^{Aff11, Aff13}

Contributors: Goos, Gerhard, Series Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Yung, Moti, Editorial Board Member^Aff6, Festa, Paola, editor^Aff7, Ferone, Daniele, editor^Aff8, Pastore, Tommaso, editor^Aff9, Pisacane, Ornella, editor^Aff10

Source: Learning and Intelligent Optimization : 18th International Conference, LION 18, Ischia Island, Italy, June 9–13, 2024, Revised Selected Papers. 14990:361-376

Algorithm Selection for Combinatorial Packing Problems

Authors: Sitaru, Ioana, Raschip, Madalina

Source: 2022 IEEE Congress on Evolutionary Computation (CEC) Evolutionary Computation (CEC), 2022 IEEE Congress on. :1-8 Jul, 2022

Relation: 2022 IEEE Congress on Evolutionary Computation (CEC)

A DRL-Based Automated Algorithm Selection Framework for Cross-Layer QoS-Aware Scheduling and Antenna Allocation in Massive MIMO Systems

Authors: Huang, C., Althamary, I., Chou, Y., Chen, H., Chou, C.

Source: IEEE Access Access, IEEE. 11:13243-13256 2023

Automated algorithm selection for black-box optimization using light gradient boosting machine

Authors: Guo, Qingbin ^a, Wang, Handing ^{a, ⁎}, Tian, Ye ^b

Source: In Swarm and Evolutionary Computation October 2025 98

Anytime Behavior of Inexact TSP Solvers and Perspectives for Automated Algorithm Selection

Authors: Bossek, Jakob, Kerschke, Pascal, Trautmann, Heike

Source: 2020 IEEE Congress on Evolutionary Computation (CEC) Evolutionary Computation (CEC), 2020 IEEE Congress on. :1-8 Jul, 2020

Relation: 2020 IEEE Congress on Evolutionary Computation (CEC)

Learned Features vs. Classical ELA on Affine BBOB Functions

Authors: Seiler, Moritz^Aff14, Škvorc, Urban^Aff14, Cenikj, Gjorgjina^Aff15, Doerr, Carola^Aff16, Trautmann, Heike^{Aff14, Aff17}

Contributors: Goos, Gerhard, Series Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Yung, Moti, Editorial Board Member^Aff6, Affenzeller, Michael, editor^Aff7, Winkler, Stephan M., editor^Aff8, Kononova, Anna V., editor^Aff9, Trautmann, Heike, editor^Aff10, Tušar, Tea, editor^Aff11, Machado, Penousal, editor^Aff12, Bäck, Thomas, editor^Aff13

Source: Parallel Problem Solving from Nature – PPSN XVIII : 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14–18, 2024, Proceedings, Part II. 15149:137-153

Hybridizing Target- and SHAP-Encoded Features for Algorithm Selection in Mixed-Variable Black-Box Optimization

Authors: Dietrich, Konstantin^{Aff14, Aff15}, Prager, Raphael Patrick^Aff16, Doerr, Carola^Aff17, Trautmann, Heike^{Aff18, Aff19}

Contributors: Goos, Gerhard, Series Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Yung, Moti, Editorial Board Member^Aff6, Affenzeller, Michael, editor^Aff7, Winkler, Stephan M., editor^Aff8, Kononova, Anna V., editor^Aff9, Trautmann, Heike, editor^Aff10, Tušar, Tea, editor^Aff11, Machado, Penousal, editor^Aff12, Bäck, Thomas, editor^Aff13

Source: Parallel Problem Solving from Nature – PPSN XVIII : 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14–18, 2024, Proceedings, Part II. 15149:154-169

Efficient Online Automated Algorithm Selection in the Face of Data-Drift in Optimisation Problem Instances

Authors: Rook, Jeroen, Renau, Quentin, Trautmann, Heike, Hart, Emma

Subject Terms: Online Automated Algorithm Selection, Drift detection, Parallel Algorithm Portfolios

Availability: https://doi.org/10.1145/3729878.3746615
https://napier-repository.worktribe.com/file/4795878/1/Efficient%20Online%20Automated%20Algorithm%20Selection%20in%20the%20Face%20of%20Data-Drift%20in%20Optimisation%20Problem%20Instances

Cost-vs-accuracy of sampling in multi-objective combinatorial exploratory landscape analysis

Authors: Cosson, Raphaël, Derbel, Bilel, Liefooghe, Arnaud, Vérel, Sébastien, Aguirre, Hernán, Zhang, Qingfu, Tanaka, Kiyoshi

Contributors: Liefooghe, Arnaud

Source: Proceedings of the Genetic and Evolutionary Computation Conference. :493-501

Subject Terms: Multi-objective optimization, [INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], landscape analysis, automated algorithm selection, 0211 other engineering and technologies, 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology, [INFO] Computer Science [cs], NK-landscapes, [INFO.INFO-RO] Computer Science [cs]/Operations Research [math.OC]

File Description: application/pdf

Access URL: https://hal.science/hal-03693659v1/document
https://doi.org/10.1145/3512290.3528731
https://hal.science/hal-03693659v1

Synergies of Deep and Classical Exploratory Landscape Features for Automated Algorithm Selection

Authors: Seiler, Moritz, Skvorc, Urban, Doerr, Carola, Trautmann, Heike

Contributors: Doerr, Carola

Subject Terms: Black-box Optimization, Automated Algorithm Selection, Deep Learning, Self-Supervised Learning, Feature Selection, [INFO] Computer Science [cs], Exploratory Landscape Analysis

File Description: application/pdf

Access URL: https://hal.sorbonne-universite.fr/hal-04613225v1

Nullifying the Inherent Bias of Non-invariant Exploratory Landscape Analysis Features

Authors: Prager, Raphael Patrick^Aff10, Trautmann, Heike^{Aff10, Aff11}

Contributors: Goos, Gerhard, Founding Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Yung, Moti, Editorial Board Member^Aff6, Correia, João, editor^Aff7, Smith, Stephen, editor^Aff8, Qaddoura, Raneem, editor^Aff9

Source: Applications of Evolutionary Computation : 26th European Conference, EvoApplications 2023, Held as Part of EvoStar 2023, Brno, Czech Republic, April 12–14, 2023, Proceedings. 13989:411-425

Feature-Based Benchmarking of Distance-Based Multi/Many-objective Optimisation Problems: A Machine Learning Perspective

Authors: Liefooghe, Arnaud^Aff15, Verel, Sébastien^Aff16, Chugh, Tinkle^Aff17, Fieldsend, Jonathan^Aff17, Allmendinger, Richard^Aff18, Miettinen, Kaisa^Aff19

Contributors: Goos, Gerhard, Founding Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Yung, Moti, Editorial Board Member^Aff6, Emmerich, Michael, editor^Aff7, Deutz, André, editor^Aff8, Wang, Hao, editor^Aff9, Kononova, Anna V., editor^Aff10, Naujoks, Boris, editor^Aff11, Li, Ke, editor^Aff12, Miettinen, Kaisa, editor^Aff13, Yevseyeva, Iryna, editor^Aff14

Source: Evolutionary Multi-Criterion Optimization : 12th International Conference, EMO 2023, Leiden, The Netherlands, March 20–24, 2023, Proceedings. 13970:260-273

Cost-efficient training for automated algorithm selection

Authors: Kus, Erdem, Akgun, Ozgur, Dang, Nguyen, Miguel, Ian James

Source: Kus , E , Akgun , O , Dang , N & Miguel , I J 2024 , ' Cost-efficient training for automated algorithm selection ' , Paper presented at International Conference on Automated Machine Learning , Paris , France , 9/09/24 - 12/09/24 pp. 1-17 . < https://openreview.net/forum?id=BJEQvOAxrP >

Subject Terms: Automated Algorithm Selection, Active Learning, Constraint Programming

Availability: https://research-portal.st-andrews.ac.uk/en/publications/e23fb59f-2d24-47c3-b851-bbb507b7c099
https://openreview.net/forum?id=BJEQvOAxrP

Automated Algorithm Selection in Single-Objective Continuous Optimization: A Comparative Study of Deep Learning and Landscape Analysis Methods

Authors: Prager, Raphael Patrick^Aff13, Seiler, Moritz Vinzent^Aff13, Trautmann, Heike^{Aff13, Aff14}, Kerschke, Pascal^Aff15

Contributors: Goos, Gerhard, Founding Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Yung, Moti, Editorial Board Member^Aff6, Rudolph, Günter, editor^Aff7, Kononova, Anna V., editor^Aff8, Aguirre, Hernán, editor^Aff9, Kerschke, Pascal, editor^Aff10, Ochoa, Gabriela, editor^Aff11, Tušar, Tea, editor^Aff12

Source: Parallel Problem Solving from Nature – PPSN XVII : 17th International Conference, PPSN 2022, Dortmund, Germany, September 10–14, 2022, Proceedings, Part I. 13398:3-17

On the potential of normalized TSP features for automated algorithm selection

Authors: Heins, Jonathan, Bossek, Jakob, Pohl, Janina, Seiler, Moritz, Trautmann, Heike, Kerschke, Pascal

Source: Proceedings of the 16th ACM/SIGEVO Conference on Foundations of Genetic Algorithms. :1-15

Availability: http://dl.acm.org/doi/10.1145/3450218.3477308

Towards Feature-Based Performance Regression Using Trajectory Data

Authors: Jankovic, Anja^Aff10, Eftimov, Tome^Aff11, Doerr, Carola^Aff10

Contributors: Goos, Gerhard, Founding Editor^Aff1, Hartmanis, Juris, Founding Editor^Aff2, Bertino, Elisa, Editorial Board Member^Aff3, Gao, Wen, Editorial Board Member^Aff4, Steffen, Bernhard, Editorial Board Member^Aff5, Woeginger, Gerhard, Editorial Board Member^Aff6, Yung, Moti, Editorial Board Member^Aff7, Castillo, Pedro A., editor^Aff8, Jiménez Laredo, Juan Luis, editor^Aff9

Source: Applications of Evolutionary Computation : 24th International Conference, EvoApplications 2021, Held as Part of EvoStar 2021, Virtual Event, April 7–9, 2021, Proceedings. 12694:601-617

PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization: portfolio selection for automated algorithm selection in black-box optimization

Authors: Kostovska, Ana, Cenikj, Gjorgjina, Vermetten, Diederick, Jankovic, Anja, Nikolikj, Ana, Skvorc, Urban, Korošec, Peter, Doerr, Carola, Eftimov, Tome

Contributors: Doerr, Carola

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, Black-box optimization, automated algorithm selection, portfolio selection, black box optimization, Computer Science - Neural and Evolutionary Computing, Neural and Evolutionary Computing (cs.NE), [INFO] Computer Science [cs], Machine Learning (cs.LG)

File Description: application/pdf

Access URL: http://arxiv.org/abs/2310.10685
https://dirros.openscience.si/IzpisGradiva.php?id=17498
https://hdl.handle.net/20.500.12556/DiRROS-17498
https://hal.science/hal-04242084v1