{"id":"https://openalex.org/W4381415589","doi":"https://doi.org/10.1162/evco_a_00325","title":"Evolutionary Algorithms for Parameter Optimization\u2014Thirty Years Later","display_name":"Evolutionary Algorithms for Parameter Optimization\u2014Thirty Years Later","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4381415589","doi":"https://doi.org/10.1162/evco_a_00325","pmid":"https://pubmed.ncbi.nlm.nih.gov/37339005"},"language":"en","primary_location":{"id":"doi:10.1162/evco_a_00325","is_oa":true,"landing_page_url":"https://doi.org/10.1162/evco_a_00325","pdf_url":"https://direct.mit.edu/evco/article-pdf/31/2/81/2133989/evco_a_00325.pdf","source":{"id":"https://openalex.org/S38677346","display_name":"Evolutionary Computation","issn_l":"1063-6560","issn":["1063-6560","1530-9304"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Evolutionary Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://direct.mit.edu/evco/article-pdf/31/2/81/2133989/evco_a_00325.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062646838","display_name":"Thomas B\u00e4ck","orcid":"https://orcid.org/0000-0001-6768-1478"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Thomas H. W. B\u00e4ck","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands t.h.w.baeck@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands t.h.w.baeck@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004203337","display_name":"Anna V. Kononova","orcid":"https://orcid.org/0000-0002-4138-7024"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Anna V. Kononova","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands a.kononova@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands a.kononova@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003248571","display_name":"Bas van Stein","orcid":"https://orcid.org/0000-0002-0013-7969"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Bas van Stein","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands b.van.stein@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands b.van.stein@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100658894","display_name":"Hao Wang","orcid":"https://orcid.org/0000-0002-4933-5181"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Hao Wang","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands h.wang@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands h.wang@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012797505","display_name":"Kirill Antonov","orcid":"https://orcid.org/0000-0002-8757-8598"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Kirill A. Antonov","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands k.antonov@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands k.antonov@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033246187","display_name":"Roman Kalkreuth","orcid":"https://orcid.org/0000-0003-1449-5131"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Roman T. Kalkreuth","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands r.t.kalkreuth@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands r.t.kalkreuth@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018750945","display_name":"Jacob de Nobel","orcid":"https://orcid.org/0000-0003-1169-1962"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Jacob de Nobel","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands j.p.de.nobel@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands j.p.de.nobel@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075992713","display_name":"Diederick Vermetten","orcid":"https://orcid.org/0000-0003-3040-7162"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Diederick Vermetten","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands d.l.vermetten@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands d.l.vermetten@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025679431","display_name":"Roy de Winter","orcid":"https://orcid.org/0000-0002-0865-4709"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Roy de Winter","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands r.de.winter@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands r.de.winter@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043745558","display_name":"Furong Ye","orcid":"https://orcid.org/0000-0002-8707-4189"},"institutions":[{"id":"https://openalex.org/I121797337","display_name":"Leiden University","ror":"https://ror.org/027bh9e22","country_code":"NL","type":"education","lineage":["https://openalex.org/I121797337"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Furong Ye","raw_affiliation_strings":["Leiden Institute of Advanced Computer Science, Leiden University, Netherlands f.ye@liacs.leidenuniv.nl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leiden Institute of Advanced Computer Science, Leiden University, Netherlands f.ye@liacs.leidenuniv.nl","institution_ids":["https://openalex.org/I121797337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5003248571","https://openalex.org/A5004203337","https://openalex.org/A5012797505","https://openalex.org/A5018750945","https://openalex.org/A5025679431","https://openalex.org/A5033246187","https://openalex.org/A5043745558","https://openalex.org/A5062646838","https://openalex.org/A5075992713","https://openalex.org/A5100658894"],"corresponding_institution_ids":["https://openalex.org/I121797337"],"apc_list":null,"apc_paid":null,"fwci":12.2712,"has_fulltext":true,"cited_by_count":74,"citation_normalized_percentile":{"value":0.99004561,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"31","issue":"2","first_page":"81","last_page":"122"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cma-es","display_name":"CMA-ES","score":0.8205206990242004},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6581767797470093},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.6275808215141296},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6114062070846558},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5846382975578308},{"id":"https://openalex.org/keywords/meta-optimization","display_name":"Meta-optimization","score":0.5435469150543213},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5393296480178833},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5350626111030579},{"id":"https://openalex.org/keywords/evolution-strategy","display_name":"Evolution strategy","score":0.5175625681877136},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.49591168761253357},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.4875923991203308},{"id":"https://openalex.org/keywords/imperialist-competitive-algorithm","display_name":"Imperialist competitive algorithm","score":0.4802394509315491},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.4766005873680115},{"id":"https://openalex.org/keywords/sort","display_name":"sort","score":0.46841564774513245},{"id":"https://openalex.org/keywords/continuous-optimization","display_name":"Continuous optimization","score":0.454143762588501},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.4376528561115265},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4292244613170624},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.41752544045448303},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25906819105148315},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24745479226112366},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22035259008407593}],"concepts":[{"id":"https://openalex.org/C205555498","wikidata":"https://www.wikidata.org/wiki/Q505588","display_name":"CMA-ES","level":4,"score":0.8205206990242004},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6581767797470093},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6275808215141296},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6114062070846558},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5846382975578308},{"id":"https://openalex.org/C4935549","wikidata":"https://www.wikidata.org/wiki/Q6822261","display_name":"Meta-optimization","level":3,"score":0.5435469150543213},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5393296480178833},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5350626111030579},{"id":"https://openalex.org/C207002847","wikidata":"https://www.wikidata.org/wiki/Q2912857","display_name":"Evolution strategy","level":3,"score":0.5175625681877136},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.49591168761253357},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.4875923991203308},{"id":"https://openalex.org/C101219045","wikidata":"https://www.wikidata.org/wiki/Q10859646","display_name":"Imperialist competitive algorithm","level":4,"score":0.4802394509315491},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.4766005873680115},{"id":"https://openalex.org/C88548561","wikidata":"https://www.wikidata.org/wiki/Q347599","display_name":"sort","level":2,"score":0.46841564774513245},{"id":"https://openalex.org/C92995354","wikidata":"https://www.wikidata.org/wiki/Q5165499","display_name":"Continuous optimization","level":4,"score":0.454143762588501},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4376528561115265},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4292244613170624},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.41752544045448303},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25906819105148315},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24745479226112366},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22035259008407593},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1162/evco_a_00325","is_oa":true,"landing_page_url":"https://doi.org/10.1162/evco_a_00325","pdf_url":"https://direct.mit.edu/evco/article-pdf/31/2/81/2133989/evco_a_00325.pdf","source":{"id":"https://openalex.org/S38677346","display_name":"Evolutionary Computation","issn_l":"1063-6560","issn":["1063-6560","1530-9304"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Evolutionary Computation","raw_type":"journal-article"},{"id":"pmid:37339005","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37339005","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Evolutionary computation","raw_type":null},{"id":"pmh:oai:scholarlypublications.universiteitleiden.nl:item_3719875","is_oa":true,"landing_page_url":"https://hdl.handle.net/1887/3719875","pdf_url":"https://scholarlypublications.universiteitleiden.nl/access/item%3A3719876/view","source":{"id":"https://openalex.org/S4306400850","display_name":"Leiden Repository (Leiden University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I121797337","host_organization_name":"Leiden University","host_organization_lineage":["https://openalex.org/I121797337"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Evolutionary Computation","raw_type":"Article / Letter to editor"}],"best_oa_location":{"id":"doi:10.1162/evco_a_00325","is_oa":true,"landing_page_url":"https://doi.org/10.1162/evco_a_00325","pdf_url":"https://direct.mit.edu/evco/article-pdf/31/2/81/2133989/evco_a_00325.pdf","source":{"id":"https://openalex.org/S38677346","display_name":"Evolutionary Computation","issn_l":"1063-6560","issn":["1063-6560","1530-9304"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Evolutionary Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320929","display_name":"Universiteit Leiden","ror":"https://ror.org/027bh9e22"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381415589.pdf"},"referenced_works_count":363,"referenced_works":["https://openalex.org/W1901460","https://openalex.org/W30779322","https://openalex.org/W47058917","https://openalex.org/W75550020","https://openalex.org/W99032621","https://openalex.org/W115373570","https://openalex.org/W119114865","https://openalex.org/W129268125","https://openalex.org/W152282416","https://openalex.org/W161573364","https://openalex.org/W167027853","https://openalex.org/W177635913","https://openalex.org/W225560312","https://openalex.org/W243319620","https://openalex.org/W277686641","https://openalex.org/W621499772","https://openalex.org/W758372786","https://openalex.org/W1007843487","https://openalex.org/W1479971399","https://openalex.org/W1480428252","https://openalex.org/W1486954203","https://openalex.org/W1492417045","https://openalex.org/W1495775210","https://openalex.org/W1498178627","https://openalex.org/W1499983649","https://openalex.org/W1503296932","https://openalex.org/W1510052597","https://openalex.org/W1512928652","https://openalex.org/W1516301787","https://openalex.org/W1518025915","https://openalex.org/W1523040298","https://openalex.org/W1529123289","https://openalex.org/W1529780966","https://openalex.org/W1533509175","https://openalex.org/W1536647479","https://openalex.org/W1543252047","https://openalex.org/W1565220935","https://openalex.org/W1565902586","https://openalex.org/W1567473651","https://openalex.org/W1567738939","https://openalex.org/W1568268653","https://openalex.org/W1570233910","https://openalex.org/W1573534773","https://openalex.org/W1576660662","https://openalex.org/W1585939719","https://openalex.org/W1586154518","https://openalex.org/W1591022951","https://openalex.org/W1595498733","https://openalex.org/W1601024910","https://openalex.org/W1605170913","https://openalex.org/W1606774760","https://openalex.org/W1629210815","https://openalex.org/W1659842140","https://openalex.org/W1689332836","https://openalex.org/W1774793752","https://openalex.org/W1793635223","https://openalex.org/W1848358563","https://openalex.org/W1879678483","https://openalex.org/W1932517356","https://openalex.org/W1966569111","https://openalex.org/W1967093065","https://openalex.org/W1968535060","https://openalex.org/W1970101133","https://openalex.org/W1970569675","https://openalex.org/W1971237725","https://openalex.org/W1974150877","https://openalex.org/W1975904784","https://openalex.org/W1976228799","https://openalex.org/W1979622254","https://openalex.org/W1980933765","https://openalex.org/W1981303977","https://openalex.org/W1997807546","https://openalex.org/W1998444286","https://openalex.org/W1998674867","https://openalex.org/W1999417623","https://openalex.org/W2002731955","https://openalex.org/W2005239252","https://openalex.org/W2011174137","https://openalex.org/W2012367441","https://openalex.org/W2012451526","https://openalex.org/W2017258920","https://openalex.org/W2018188932","https://openalex.org/W2020009149","https://openalex.org/W2021027064","https://openalex.org/W2022485595","https://openalex.org/W2024060531","https://openalex.org/W2025135622","https://openalex.org/W2025525377","https://openalex.org/W2028569720","https://openalex.org/W2031232041","https://openalex.org/W2032982318","https://openalex.org/W2036244274","https://openalex.org/W2042594698","https://openalex.org/W2046784609","https://openalex.org/W2050079439","https://openalex.org/W2050215344","https://openalex.org/W2053396491","https://openalex.org/W2054878539","https://openalex.org/W2057819258","https://openalex.org/W2059322780","https://openalex.org/W2061092014","https://openalex.org/W2061751517","https://openalex.org/W2065606540","https://openalex.org/W2066681609","https://openalex.org/W2071523951","https://openalex.org/W2072782187","https://openalex.org/W2074084152","https://openalex.org/W2075674482","https://openalex.org/W2083281224","https://openalex.org/W2084149434","https://openalex.org/W2087883783","https://openalex.org/W2099746672","https://openalex.org/W2099934773","https://openalex.org/W2101677491","https://openalex.org/W2102044362","https://openalex.org/W2103862045","https://openalex.org/W2104578628","https://openalex.org/W2105974517","https://openalex.org/W2108604074","https://openalex.org/W2109000177","https://openalex.org/W2109364787","https://openalex.org/W2110368321","https://openalex.org/W2111526171","https://openalex.org/W2112036188","https://openalex.org/W2116314764","https://openalex.org/W2116926066","https://openalex.org/W2117503054","https://openalex.org/W2117640392","https://openalex.org/W2126105956","https://openalex.org/W2127931254","https://openalex.org/W2132147811","https://openalex.org/W2132181343","https://openalex.org/W2132366653","https://openalex.org/W2133447437","https://openalex.org/W2133738572","https://openalex.org/W2137340504","https://openalex.org/W2140066605","https://openalex.org/W2141119792","https://openalex.org/W2141709259","https://openalex.org/W2144051602","https://openalex.org/W2145479420","https://openalex.org/W2148379945","https://openalex.org/W2148532328","https://openalex.org/W2149599177","https://openalex.org/W2149815769","https://openalex.org/W2150337126","https://openalex.org/W2151083897","https://openalex.org/W2152688255","https://openalex.org/W2153663712","https://openalex.org/W2154022540","https://openalex.org/W2156194072","https://openalex.org/W2156579657","https://openalex.org/W2161551226","https://openalex.org/W2162012556","https://openalex.org/W2164866963","https://openalex.org/W2165022466","https://openalex.org/W2165109867","https://openalex.org/W2165220807","https://openalex.org/W2165299997","https://openalex.org/W2166739626","https://openalex.org/W2169424704","https://openalex.org/W2169905713","https://openalex.org/W2170436854","https://openalex.org/W2170588376","https://openalex.org/W2170788637","https://openalex.org/W2171074980","https://openalex.org/W2187785713","https://openalex.org/W2190184929","https://openalex.org/W2196651963","https://openalex.org/W2208154600","https://openalex.org/W2234754770","https://openalex.org/W2310612427","https://openalex.org/W2314046539","https://openalex.org/W2325535142","https://openalex.org/W2397766526","https://openalex.org/W2469359785","https://openalex.org/W2495044438","https://openalex.org/W2515012917","https://openalex.org/W2519158495","https://openalex.org/W2520275545","https://openalex.org/W2559655401","https://openalex.org/W2564330218","https://openalex.org/W2604934189","https://openalex.org/W2620641794","https://openalex.org/W2727407287","https://openalex.org/W2728691530","https://openalex.org/W2739858255","https://openalex.org/W2743438247","https://openalex.org/W2743733467","https://openalex.org/W2745272116","https://openalex.org/W2750236386","https://openalex.org/W2754127623","https://openalex.org/W2783827472","https://openalex.org/W2797471289","https://openalex.org/W2798681291","https://openalex.org/W2808435117","https://openalex.org/W2883572891","https://openalex.org/W2883624781","https://openalex.org/W2887848805","https://openalex.org/W2888223476","https://openalex.org/W2888451463","https://openalex.org/W2888912300","https://openalex.org/W2890337345","https://openalex.org/W2894900521","https://openalex.org/W2895627188","https://openalex.org/W2897478809","https://openalex.org/W2898873842","https://openalex.org/W2938868012","https://openalex.org/W2941999899","https://openalex.org/W2946586661","https://openalex.org/W2951665692","https://openalex.org/W2953980257","https://openalex.org/W2961364093","https://openalex.org/W2961614712","https://openalex.org/W2962747045","https://openalex.org/W2963525986","https://openalex.org/W2967783393","https://openalex.org/W2968449537","https://openalex.org/W2972680634","https://openalex.org/W2985638618","https://openalex.org/W2995695017","https://openalex.org/W3023373815","https://openalex.org/W3023540311","https://openalex.org/W3024067125","https://openalex.org/W3035262131","https://openalex.org/W3037605752","https://openalex.org/W3038200489","https://openalex.org/W3038891809","https://openalex.org/W3042891072","https://openalex.org/W3048781873","https://openalex.org/W3082609601","https://openalex.org/W3089419733","https://openalex.org/W3090039988","https://openalex.org/W3090567565","https://openalex.org/W3093995498","https://openalex.org/W3098022187","https://openalex.org/W3098258749","https://openalex.org/W3100724183","https://openalex.org/W3102620460","https://openalex.org/W3104601631","https://openalex.org/W3104828676","https://openalex.org/W3106485406","https://openalex.org/W3112009288","https://openalex.org/W3122779104","https://openalex.org/W3132655884","https://openalex.org/W3136984388","https://openalex.org/W3149025087","https://openalex.org/W3153176659","https://openalex.org/W3158182192","https://openalex.org/W3163580744","https://openalex.org/W3170411986","https://openalex.org/W3172627855","https://openalex.org/W3182011087","https://openalex.org/W3182025093","https://openalex.org/W3182050405","https://openalex.org/W3187181551","https://openalex.org/W3188464820","https://openalex.org/W3202595224","https://openalex.org/W3205750728","https://openalex.org/W3207115452","https://openalex.org/W3212577996","https://openalex.org/W3215356477","https://openalex.org/W3216004694","https://openalex.org/W4210447436","https://openalex.org/W4211049957","https://openalex.org/W4211134448","https://openalex.org/W4213261160","https://openalex.org/W4214530378","https://openalex.org/W4225328943","https://openalex.org/W4225643112","https://openalex.org/W4225709924","https://openalex.org/W4225718764","https://openalex.org/W4226515502","https://openalex.org/W4240139199","https://openalex.org/W4285596764","https://openalex.org/W4285776487","https://openalex.org/W4285805543","https://openalex.org/W4286970057","https://openalex.org/W4287600091","https://openalex.org/W4290838983","https://openalex.org/W4291270601","https://openalex.org/W4291270678","https://openalex.org/W4298053631","https://openalex.org/W4310449052","https://openalex.org/W4313395123","https://openalex.org/W4318603842","https://openalex.org/W4324106947","https://openalex.org/W4361225228","https://openalex.org/W4376603828","https://openalex.org/W4387688680","https://openalex.org/W6600076010","https://openalex.org/W6601285982","https://openalex.org/W6601885039","https://openalex.org/W6603061937","https://openalex.org/W6604038483","https://openalex.org/W6604631986","https://openalex.org/W6606541201","https://openalex.org/W6606754508","https://openalex.org/W6607293001","https://openalex.org/W6608886761","https://openalex.org/W6622219343","https://openalex.org/W6626304664","https://openalex.org/W6628573752","https://openalex.org/W6628770400","https://openalex.org/W6628905684","https://openalex.org/W6629100543","https://openalex.org/W6629686014","https://openalex.org/W6630055821","https://openalex.org/W6630838125","https://openalex.org/W6631195780","https://openalex.org/W6631517149","https://openalex.org/W6631770413","https://openalex.org/W6632121224","https://openalex.org/W6632621962","https://openalex.org/W6633837800","https://openalex.org/W6633902517","https://openalex.org/W6634031852","https://openalex.org/W6634220322","https://openalex.org/W6635097213","https://openalex.org/W6635158584","https://openalex.org/W6636307177","https://openalex.org/W6637431886","https://openalex.org/W6640340834","https://openalex.org/W6649875505","https://openalex.org/W6650520878","https://openalex.org/W6656537966","https://openalex.org/W6656629621","https://openalex.org/W6663062746","https://openalex.org/W6664724844","https://openalex.org/W6665354067","https://openalex.org/W6669481667","https://openalex.org/W6674275452","https://openalex.org/W6675445404","https://openalex.org/W6679381669","https://openalex.org/W6680838134","https://openalex.org/W6681300806","https://openalex.org/W6681511876","https://openalex.org/W6682099912","https://openalex.org/W6682701150","https://openalex.org/W6683453331","https://openalex.org/W6687633054","https://openalex.org/W6687823171","https://openalex.org/W6702989015","https://openalex.org/W6712528502","https://openalex.org/W6726457939","https://openalex.org/W6729329756","https://openalex.org/W6758103526","https://openalex.org/W6775931314","https://openalex.org/W6777302534","https://openalex.org/W6779677960","https://openalex.org/W6780500702","https://openalex.org/W6784276274","https://openalex.org/W6785710406","https://openalex.org/W6800546666","https://openalex.org/W6802298026","https://openalex.org/W6810588094","https://openalex.org/W6811213012","https://openalex.org/W6811283244","https://openalex.org/W6821116838","https://openalex.org/W6843650859","https://openalex.org/W6847230573","https://openalex.org/W6930140211","https://openalex.org/W7055187408"],"related_works":["https://openalex.org/W2807129720","https://openalex.org/W4297788869","https://openalex.org/W2053451340","https://openalex.org/W2272252676","https://openalex.org/W2970789884","https://openalex.org/W2918510433","https://openalex.org/W2391889613","https://openalex.org/W1971866155","https://openalex.org/W2399010267","https://openalex.org/W2965688532"],"abstract_inverted_index":{"Thirty":[0],"years,":[1],"1993-2023,":[2],"is":[3,81,91,128],"a":[4,124],"huge":[5],"time":[6],"frame":[7],"in":[8,15,23,78],"science.":[9],"We":[10,132],"address":[11],"some":[12,39],"major":[13],"developments":[14],"the":[16,32,74,79,92,146],"field":[17],"of":[18,73],"evolutionary":[19],"algorithms,":[20,86],"with":[21],"applications":[22],"parameter":[24],"optimization,":[25,45,47,49],"over":[26],"these":[27],"30":[28,68],"years.":[29],"These":[30],"include":[31],"covariance":[33],"matrix":[34],"adaptation":[35],"evolution":[36],"strategy":[37],"and":[38,50,61],"fast-growing":[40],"fields":[41],"such":[42],"as":[43,107,145],"multimodal":[44],"surrogate-assisted":[46],"multiobjective":[48],"automated":[51,136],"algorithm":[52,127,137,142],"design.":[53],"Moreover,":[54,111],"we":[55,83,112,115],"also":[56,133],"discuss":[57,135],"particle":[58],"swarm":[59],"optimization":[60,109,152],"differential":[62],"evolution,":[63],"which":[64],"did":[65],"not":[66,87],"exist":[67],"years":[69],"ago,":[70],"either.":[71],"One":[72],"key":[75],"arguments":[76],"made":[77],"paper":[80],"that":[82,101,114],"need":[84,116],"fewer":[85],"more,":[88],"which,":[89],"however,":[90],"current":[93],"trend":[94],"through":[95],"continuously":[96],"claiming":[97],"paradigms":[98],"from":[99],"nature":[100],"are":[102],"suggested":[103],"to":[104,120],"be":[105],"useful":[106,129],"new":[108],"algorithms.":[110],"argue":[113],"proper":[117],"benchmarking":[118],"procedures":[119],"sort":[121],"out":[122],"whether":[123],"newly":[125],"proposed":[126,147],"or":[130],"not.":[131],"briefly":[134],"design":[138,143],"approaches,":[139],"including":[140],"configurable":[141],"frameworks,":[144],"next":[148],"step":[149],"toward":[150],"designing":[151],"algorithms":[153],"automatically,":[154],"rather":[155],"than":[156],"by":[157],"hand.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2025-10-10T00:00:00"}
