{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T14:29:08Z","timestamp":1773930548599,"version":"3.50.1"},"reference-count":48,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"German Federal Ministry of Education and Research in the funding program Forschung an Fachhochschulen","award":["13FH007IB6"],"award-info":[{"award-number":["13FH007IB6"]}]},{"DOI":"10.13039\/501100008530","name":"European Union from the European Regional Development Fund","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100008530","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100008530","name":"State of North Rhine-Westphalia, Germany","doi-asserted-by":"publisher","award":["EFRE-0500131"],"award-info":[{"award-number":["EFRE-0500131"]}],"id":[{"id":"10.13039\/501100008530","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Evol. Computat."],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1109\/tevc.2022.3163843","type":"journal-article","created":{"date-parts":[[2022,3,31]],"date-time":"2022-03-31T19:46:48Z","timestamp":1648756008000},"page":"1365-1379","source":"Crossref","is-referenced-by-count":5,"title":["Benchmark-Driven Configuration of a Parallel Model-Based Optimization Algorithm"],"prefix":"10.1109","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0922-8629","authenticated-orcid":false,"given":"Frederik","family":"Rehbach","sequence":"first","affiliation":[{"name":"Institute for Data Science, Engineering, Analytics, TH K&#x00F6;ln, Gummersbach, Germany"}]},{"given":"Martin","family":"Zaefferer","sequence":"additional","affiliation":[{"name":"Institute for Data Science, Engineering, Analytics, TH K&#x00F6;ln, Gummersbach, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4489-845X","authenticated-orcid":false,"given":"Andreas","family":"Fischbach","sequence":"additional","affiliation":[{"name":"Institute for Data Science, Engineering, Analytics, TH K&#x00F6;ln, Gummersbach, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4223-5257","authenticated-orcid":false,"given":"Gunter","family":"Rudolph","sequence":"additional","affiliation":[{"name":"Department of Computer Science, TU Dortmund University, Dortmund, Germany"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5938-5158","authenticated-orcid":false,"given":"Thomas","family":"Bartz-Beielstein","sequence":"additional","affiliation":[{"name":"Institute for Data Science, Engineering, Analytics, TH K&#x00F6;ln, Gummersbach, Germany"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3205455.3205587"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3377930.3389816"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1162\/evco_a_00262","article-title":"Generating new space-filling test instances for continuous black-box optimization","volume":"28","author":"mu\u00f1oz","year":"2020","journal-title":"Evol Comput"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v040.i06"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15844-5_8"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1145\/2001576.2001690"},{"key":"ref37","author":"rechenberg","year":"1973","journal-title":"Evolutionsstrategie Optimierung Technischer Systeme Nach Prinzipien Der Biologischen Evolution"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58112-1_17"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.paerosci.2005.02.001"},{"key":"ref34","doi-asserted-by":"crossref","first-page":"224","DOI":"10.1016\/j.ins.2015.05.010","article-title":"Algorithm selection for black-box continuous optimization problems: A survey on methods and challenges","volume":"317","author":"mu\u00f1oz","year":"2015","journal-title":"Inf Sci"},{"key":"ref10","doi-asserted-by":"crossref","DOI":"10.1002\/9781119115151","author":"cressie","year":"1993","journal-title":"Statistics for Spatial Data"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/S0065-2458(08)60520-3"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-99259-4_24"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3377930.3390154"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3425501"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.swevo.2011.02.002"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1002\/9780470770801"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-10701-6_6"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1201\/9780367815493"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s00158-016-1432-3"},{"key":"ref19","author":"hansen","year":"2016","journal-title":"COCO A Platform for Comparing Continuous Optimizers in a Black-Box Setting"},{"key":"ref28","first-page":"18","article-title":"Classification and regression by randomforest","volume":"2","author":"liaw","year":"2002","journal-title":"R News"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2017.01.039"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-69404-7_13"},{"key":"ref3","author":"bartz-beielstein","year":"2019","journal-title":"SPOT Sequential parameter optimization toolbox&#x2014;Version 2 0 4"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/2330163.2330209"},{"key":"ref29","first-page":"55","article-title":"Comparison of three methods for selecting values of input variables in the analysis of output from a computer code","volume":"21","author":"mckay","year":"1979","journal-title":"Technometrics"},{"key":"ref5","first-page":"427","article-title":"Dynamic algorithm configuration: Foundation of a new meta-algorithmic framework","author":"biedenkapp","year":"2020","journal-title":"Proc ECAI"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-09584-4_17"},{"key":"ref7","author":"bischl","year":"2017","journal-title":"mlrMBO A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/CEC.2005.1554761"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref1","article-title":"Benchmarking in optimization: Best practice and open issues","author":"bartz-beielstein","year":"2020","journal-title":"arXiv 2007 03488"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/LA-CCI.2017.8285677"},{"key":"ref20","author":"hansen","year":"2019","journal-title":"CMA-ES\/pycma on Github"},{"key":"ref45","first-page":"227","article-title":"Dynamic neighborhood structures in parallel evolution strategies","volume":"13","author":"weinert","year":"2001","journal-title":"Complex Syst"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58112-1_19"},{"key":"ref22","author":"hollander","year":"2014","journal-title":"Nonparametric Statistical Methods"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3071178.3071190"},{"key":"ref21","article-title":"Real-parameter black-box optimization benchmarking 2009: Noiseless functions definitions","author":"hansen","year":"2009"},{"key":"ref42","article-title":"Computer experiments and global optimization","author":"schonlau","year":"1997"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008306431147"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v051.i01"},{"key":"ref23","author":"james","year":"2017","journal-title":"An Introduction to Statistical Learning"},{"key":"ref44","first-page":"362","author":"ursem","year":"2014","journal-title":"From Expected Improvement to Investment Portfolio Improvement Spreading the Risk in Kriging-Based Optimization"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-25147-5_7"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008202821328"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1162\/evco_a_00236"}],"container-title":["IEEE Transactions on Evolutionary Computation"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/4235\/9967387\/09745560.pdf?arnumber=9745560","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,19]],"date-time":"2023-11-19T13:51:13Z","timestamp":1700401873000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9745560\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12]]},"references-count":48,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tevc.2022.3163843","relation":{},"ISSN":["1089-778X","1089-778X","1941-0026"],"issn-type":[{"value":"1089-778X","type":"print"},{"value":"1089-778X","type":"print"},{"value":"1941-0026","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12]]}}}