{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T21:10:11Z","timestamp":1759871411846,"version":"build-2065373602"},"publisher-location":"New York, NY, USA","reference-count":41,"publisher":"ACM","funder":[{"DOI":"10.13039\/100018706","name":"HORIZON EUROPE Widening participation and spreading excellence","doi-asserted-by":"publisher","award":["101187010"],"award-info":[{"award-number":["101187010"]}],"id":[{"id":"10.13039\/100018706","id-type":"DOI","asserted-by":"publisher"}]},{"name":"The Slovenian Research and Innovation Agency","award":["P2-0098","J2-4460","GC-0001","PR-12897"],"award-info":[{"award-number":["P2-0098","J2-4460","GC-0001","PR-12897"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,7,14]]},"DOI":"10.1145\/3712256.3726334","type":"proceedings-article","created":{"date-parts":[[2025,7,8]],"date-time":"2025-07-08T12:26:58Z","timestamp":1751977618000},"page":"636-644","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Customized Exploration of Landscape Features Driving Multi-Objective Combinatorial Optimization Performance"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6983-9627","authenticated-orcid":false,"given":"Ana","family":"Nikolikj","sequence":"first","affiliation":[{"name":"Jozef Stefan Institute, Ljubljana, Slovenia"},{"name":"Jozef Stefan International Postgraduate School, Ljubljana, Slovenia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7649-5669","authenticated-orcid":false,"given":"Gabriela","family":"Ochoa","sequence":"additional","affiliation":[{"name":"University of Stirling, Scotland, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7330-1902","authenticated-orcid":false,"given":"Tome","family":"Eftimov","sequence":"additional","affiliation":[{"name":"Jozef Stefan Institute, Ljubljana, Slovenia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,7,13]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2006.08.004"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330701"},{"key":"e_1_3_2_1_3_1","volume-title":"A random forest guided tour. Test 25","author":"Biau G\u00e9rard","year":"2016","unstructured":"G\u00e9rard Biau and Erwan Scornet. 2016. A random forest guided tour. Test 25 (2016)."},{"key":"e_1_3_2_1_4_1","volume-title":"A Survey of Meta-features Used for Automated Selection of Algorithms for Black-box Single-objective Continuous Optimization. arXiv preprint arXiv:2406.06629","author":"Cenikj Gjorgjina","year":"2024","unstructured":"Gjorgjina Cenikj, Ana Nikolikj, Ga\u0161per Petelin, Niki van Stein, Carola Doerr, and Tome Eftimov. 2024. A Survey of Meta-features Used for Automated Selection of Algorithms for Black-box Single-objective Continuous Optimization. arXiv preprint arXiv:2406.06629 (2024)."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.swevo.2024.101534"},{"key":"e_1_3_2_1_6_1","unstructured":"Fran\u00e7ois Chollet. 2015. Keras. https:\/\/keras.io."},{"volume-title":"Advances in multi-objective nature inspired computing","author":"Coello Coello Carlos A","key":"e_1_3_2_1_7_1","unstructured":"Carlos A Coello Coello, Clarisse Dhaenens, and Laetitia Jourdan. 2010. Multiobjective combinatorial optimization: Problematic and context. In Advances in multi-objective nature inspired computing. Springer, Berlin, Heidelberg, 1\u201321."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-72904-2_3"},{"key":"e_1_3_2_1_9_1","volume-title":"Problem Features versus Algorithm Performance on Rugged Multiobjective Combinatorial Fitness Landscapes. Evolutionary Computation 25, 4","author":"Daolio Fabio","year":"2017","unstructured":"Fabio Daolio, Arnaud Liefooghe, S\u00e9bastien Verel, Hern\u00e1n E. Aguirre, and Kiyoshi Tanaka. 2017. Problem Features versus Algorithm Performance on Rugged Multiobjective Combinatorial Fitness Landscapes. Evolutionary Computation 25, 4 (2017)."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/4235.996017"},{"volume-title":"Machine intelligence and pattern recognition.","author":"Ferri Francesc J","key":"e_1_3_2_1_11_1","unstructured":"Francesc J Ferri, Pavel Pudil, Mohamad Hatef, and Josef Kittler. 1994. Comparative study of techniques for large-scale feature selection. In Machine intelligence and pattern recognition. Vol. 16. Elsevier, 403\u2013413."},{"key":"e_1_3_2_1_12_1","volume-title":"Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO","author":"Jonathan","year":"2019","unstructured":"Jonathan E. Fieldsend and Khulood Alyahya. 2019. Visualising the Landscape of Multi-Objective Problems Using Local Optima Networks. In Proceedings of the Genetic and Evolutionary Computation Conference Companion, GECCO 2019. ACM, Prague, Czech Republic, 1421\u20131429."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2021.3084119"},{"key":"e_1_3_2_1_14_1","volume-title":"Fleming","author":"Fonseca Carlos M.","year":"1996","unstructured":"Carlos M. Fonseca and Peter J. Fleming. 1996. On the performance assessment and comparison of stochastic multiobjective optimizers. In Parallel Problem Solving from Nature, PPSN IV. Springer, Berlin, Heidelberg, 584\u2013593."},{"key":"e_1_3_2_1_15_1","volume-title":"Proceedings of the thirteenth international conference on artificial intelligence and statistics. JMLR Workshop and Conference Proceedings, 249\u2013256","author":"Glorot Xavier","year":"2010","unstructured":"Xavier Glorot and Yoshua Bengio. 2010. Understanding the difficulty of training deep feedforward neural networks. In Proceedings of the thirteenth international conference on artificial intelligence and statistics. JMLR Workshop and Conference Proceedings, 249\u2013256."},{"key":"e_1_3_2_1_16_1","first-page":"20150202","article-title":"Principal component analysis: a review and recent developments. Philosophical transactions of the royal society A","volume":"374","author":"Jolliffe Ian T","year":"2016","unstructured":"Ian T Jolliffe and Jorge Cadima. 2016. Principal component analysis: a review and recent developments. Philosophical transactions of the royal society A: Mathematical, Physical and Engineering Sciences 374, 2065 (2016), 20150202.","journal-title":"Mathematical, Physical and Engineering Sciences"},{"volume-title":"The Origins of Order","author":"Kauffman Stuart A.","key":"e_1_3_2_1_17_1","unstructured":"Stuart A. Kauffman. 1993. The Origins of Order. Oxford University Press."},{"key":"e_1_3_2_1_18_1","volume-title":"EMO 2017 (Lecture Notes in Computer Science","volume":"343","author":"Kerschke Pascal","year":"2017","unstructured":"Pascal Kerschke and Christian Grimme. 2017. An Expedition to Multimodal Multiobjective Optimization Landscapes. In Evolutionary Multi-Criterion Optimization, EMO 2017 (Lecture Notes in Computer Science, Vol. 10173). Springer, 329\u2013343."},{"key":"e_1_3_2_1_19_1","volume-title":"Quantifying the Effects of Objective Space Dimension in Evolutionary Multiobjective Optimization. In Evolutionary Multi-Criterion Optimization Conference, EMO 2007 (Lecture Notes in Computer Science","volume":"771","author":"Joshua","unstructured":"Joshua D. Knowles and David Corne. 2007. Quantifying the Effects of Objective Space Dimension in Evolutionary Multiobjective Optimization. In Evolutionary Multi-Criterion Optimization Conference, EMO 2007 (Lecture Notes in Computer Science, Vol. 4403). Springer, Matsushima, Japan, 757\u2013771."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1145\/3583133.3590697"},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1023\/B:NACO.0000023415.22052.55"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2019.2940828"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2019.2940828"},{"volume-title":"Parallel Problem Solving from Nature","author":"Liefooghe Arnaud","key":"e_1_3_2_1_24_1","unstructured":"Arnaud Liefooghe, Bilel Derbel, S\u00e9bastien Verel, Manuel L\u00f3pez-Ib\u00e1\u00f1ez, Hern\u00e1n Aguirre, and Kiyoshi Tanaka. 2018. On Pareto Local Optimal Solutions Networks. In Parallel Problem Solving from Nature, PPSN XV. Springer International Publishing, Cham, 232\u2013244."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3583131.3590474"},{"key":"e_1_3_2_1_26_1","volume-title":"International Conference on Parallel Problem Solving from Nature. Springer, 33\u201347","author":"Liefooghe Arnaud","year":"2020","unstructured":"Arnaud Liefooghe, S\u00e9bastien Verel, Bilel Derbel, Hernan Aguirre, and Kiyoshi Tanaka. 2020. Dominance, indicator and decomposition based search for multiobjective QAP: landscape analysis and automated algorithm selection. In International Conference on Parallel Problem Solving from Nature. Springer, 33\u201347."},{"key":"e_1_3_2_1_27_1","first-page":"I","article-title":"A Unified Approach to Interpreting Model Predictions","volume":"30","author":"Lundberg Scott M","year":"2017","unstructured":"Scott M Lundberg and Su-In Lee. 2017. A Unified Approach to Interpreting Model Predictions. In Advances in Neural Information Processing Systems 30, I. Guyon, U. V. Luxburg, S. Bengio, H. Wallach, R. Fergus, S. Vishwanathan, and R. Garnett (Eds.). Curran Associates, Inc., 4765\u20134774. http:\/\/papers.nips.cc\/paper\/7062-a-unified-approach-to-interpreting-model-predictions.pdf","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/3638530.3654305"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","unstructured":"Ana Nikolikj Gabriela Ochoa and Tome Eftimov. 2025. Repository. https:\/\/doi.org\/10.5281\/zenodo.15116349 10.5281\/zenodo.15116349","DOI":"10.5281\/zenodo.15116349"},{"key":"e_1_3_2_1_30_1","volume-title":"International Conference on Parallel Problem Solving from Nature. Springer, 343\u2013359","author":"Ochoa Gabriela","year":"2024","unstructured":"Gabriela Ochoa, Arnaud Liefooghe, and S\u00e9bastien Verel. 2024. Funnels in multiobjective fitness landscapes. In International Conference on Parallel Problem Solving from Nature. Springer, 343\u2013359."},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-70055-2_21"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10479-007-0230-0"},{"key":"e_1_3_2_1_33_1","volume-title":"Scikit-learn: Machine learning in Python. the Journal of machine Learning research 12","author":"Pedregosa Fabian","year":"2011","unstructured":"Fabian Pedregosa, Ga\u00ebl Varoquaux, Alexandre Gramfort, Vincent Michel, Bertrand Thirion, Olivier Grisel, Mathieu Blondel, Peter Prettenhofer, Ron Weiss, Vincent Dubourg, et al. 2011. Scikit-learn: Machine learning in Python. the Journal of machine Learning research 12 (2011), 2825\u20132830."},{"volume-title":"Parallel Problem Solving from Nature","author":"Sch\u00e4permeier Lennart","key":"e_1_3_2_1_34_1","unstructured":"Lennart Sch\u00e4permeier, Christian Grimme, and Pascal Kerschke. 2020. One PLOT to Show Them All: Visualization of Efficient Sets in Multi-objective Landscapes. In Parallel Problem Solving from Nature, PPSN XVI. Springer International Publishing, Cham, 154\u2013167."},{"key":"e_1_3_2_1_35_1","volume-title":"International Conference on Learning and Intelligent Optimization. Springer Nature Switzerland, Cham, 361\u2013376","author":"Seiler Moritz","year":"2024","unstructured":"Moritz Seiler, Urban \u0160kvorc, Carola Doerr, and Heike Trautmann. 2024. Synergies of deep and classical exploratory landscape features for automated algorithm selection. In International Conference on Learning and Intelligent Optimization. Springer Nature Switzerland, Cham, 361\u2013376."},{"key":"e_1_3_2_1_36_1","volume-title":"Revisiting agglomerative clustering. Physica A: Statistical mechanics and its applications 585","author":"Tokuda Eric K","year":"2022","unstructured":"Eric K Tokuda, Cesar H Comin, and Luciano da F Costa. 2022. Revisiting agglomerative clustering. Physica A: Statistical mechanics and its applications 585 (2022), 126433."},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1613\/jair.1.13283"},{"key":"e_1_3_2_1_38_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2012.12.019"},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2007.892759"},{"key":"e_1_3_2_1_40_1","volume-title":"Multi-target regression via robust low-rank learning","author":"Zhen Xiantong","year":"2017","unstructured":"Xiantong Zhen, Mengyang Yu, Xiaofei He, and Shuo Li. 2017. Multi-target regression via robust low-rank learning. IEEE transactions on pattern analysis and machine intelligence 40 (2017), 497\u2013504."},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9868.2005.00503.x"}],"event":{"name":"GECCO '25: Genetic and Evolutionary Computation Conference","sponsor":["SIGEVO ACM Special Interest Group on Genetic and Evolutionary Computation"],"location":"NH Malaga Hotel Malaga Spain","acronym":"GECCO '25"},"container-title":["Proceedings of the Genetic and Evolutionary Computation Conference"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3712256.3726334","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,7]],"date-time":"2025-10-07T20:41:52Z","timestamp":1759869712000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3712256.3726334"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,13]]},"references-count":41,"alternative-id":["10.1145\/3712256.3726334","10.1145\/3712256"],"URL":"https:\/\/doi.org\/10.1145\/3712256.3726334","relation":{},"subject":[],"published":{"date-parts":[[2025,7,13]]},"assertion":[{"value":"2025-07-13","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}