{"id":"https://openalex.org/W4383872314","doi":"https://doi.org/10.1162/artl_a_00402","title":"Lessons from the <i>Evolutionary Computation Bestiary</i>","display_name":"Lessons from the <i>Evolutionary Computation Bestiary</i>","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4383872314","doi":"https://doi.org/10.1162/artl_a_00402","pmid":"https://pubmed.ncbi.nlm.nih.gov/37432094"},"language":"en","primary_location":{"id":"doi:10.1162/artl_a_00402","is_oa":true,"landing_page_url":"https://doi.org/10.1162/artl_a_00402","pdf_url":"https://direct.mit.edu/artl/article-pdf/doi/10.1162/artl_a_00402/2142032/artl_a_00402.pdf","source":{"id":"https://openalex.org/S2181302","display_name":"Artificial Life","issn_l":"1064-5462","issn":["1064-5462","1530-9185"],"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":"Artificial Life","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://direct.mit.edu/artl/article-pdf/doi/10.1162/artl_a_00402/2142032/artl_a_00402.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000238517","display_name":"Felipe Campelo","orcid":"https://orcid.org/0000-0001-8432-4325"},"institutions":[{"id":"https://openalex.org/I169199633","display_name":"Aston University","ror":"https://ror.org/05j0ve876","country_code":"GB","type":"education","lineage":["https://openalex.org/I169199633"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Felipe Campelo","raw_affiliation_strings":["Aston University, College of Engineering and Physical Sciences. f.campelo@aston.ac.uk"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aston University, College of Engineering and Physical Sciences. f.campelo@aston.ac.uk","institution_ids":["https://openalex.org/I169199633"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047785995","display_name":"Claus Aranha","orcid":"https://orcid.org/0000-0003-1390-7536"},"institutions":[{"id":"https://openalex.org/I146399215","display_name":"University of Tsukuba","ror":"https://ror.org/02956yf07","country_code":"JP","type":"education","lineage":["https://openalex.org/I146399215"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Claus Aranha","raw_affiliation_strings":["University of Tsukuba, Faculty of Systems and Information, Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tsukuba, Faculty of Systems and Information, Engineering","institution_ids":["https://openalex.org/I146399215"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5000238517"],"corresponding_institution_ids":["https://openalex.org/I169199633"],"apc_list":null,"apc_paid":null,"fwci":3.0139,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.92516062,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"29","issue":"4","first_page":"421","last_page":"432"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9950000047683716,"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"}},"topics":[{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9950000047683716,"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":0.9950000047683716,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9861000180244446,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6169876456260681},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5636725425720215},{"id":"https://openalex.org/keywords/natural","display_name":"Natural (archaeology)","score":0.5397065877914429},{"id":"https://openalex.org/keywords/evolvability","display_name":"Evolvability","score":0.5081446170806885},{"id":"https://openalex.org/keywords/ingenuity","display_name":"Ingenuity","score":0.48466259241104126},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.4186049997806549},{"id":"https://openalex.org/keywords/soundness","display_name":"Soundness","score":0.4114759564399719},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40702885389328003},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35933059453964233},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.33740413188934326},{"id":"https://openalex.org/keywords/evolutionary-biology","display_name":"Evolutionary biology","score":0.15181154012680054},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14814969897270203},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.14527052640914917},{"id":"https://openalex.org/keywords/paleontology","display_name":"Paleontology","score":0.1361238658428192}],"concepts":[{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6169876456260681},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5636725425720215},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.5397065877914429},{"id":"https://openalex.org/C176147130","wikidata":"https://www.wikidata.org/wiki/Q909622","display_name":"Evolvability","level":2,"score":0.5081446170806885},{"id":"https://openalex.org/C2778154381","wikidata":"https://www.wikidata.org/wiki/Q105296908","display_name":"Ingenuity","level":2,"score":0.48466259241104126},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4186049997806549},{"id":"https://openalex.org/C39920170","wikidata":"https://www.wikidata.org/wiki/Q693083","display_name":"Soundness","level":2,"score":0.4114759564399719},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40702885389328003},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35933059453964233},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.33740413188934326},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.15181154012680054},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14814969897270203},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.14527052640914917},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.1361238658428192},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"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},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008322","descriptor_name":"Mammals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008322","descriptor_name":"Mammals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008322","descriptor_name":"Mammals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008322","descriptor_name":"Mammals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1162/artl_a_00402","is_oa":true,"landing_page_url":"https://doi.org/10.1162/artl_a_00402","pdf_url":"https://direct.mit.edu/artl/article-pdf/doi/10.1162/artl_a_00402/2142032/artl_a_00402.pdf","source":{"id":"https://openalex.org/S2181302","display_name":"Artificial Life","issn_l":"1064-5462","issn":["1064-5462","1530-9185"],"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":"Artificial Life","raw_type":"journal-article"},{"id":"pmid:37432094","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37432094","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":"Artificial life","raw_type":null},{"id":"pmh:oai:research-information.bris.ac.uk:publications/8acf57aa-30fd-4790-b754-37a2b1eb326a","is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/8acf57aa-30fd-4790-b754-37a2b1eb326a","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Campelo, F & Aranha, C 2023, 'Lessons from the Evolutionary Computation Bestiary', Artificial Life, vol. 29, no. 4, pp. 421-432. https://doi.org/10.1162/artl_a_00402","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:publications.aston.ac.uk:44574","is_oa":true,"landing_page_url":"https://publications.aston.ac.uk/view/author/e731149615ac85d43265dfea83ad1aec.html>","pdf_url":"https://publications.aston.ac.uk/id/eprint/44574/1/ALIFE_LLCS.pdf","source":{"id":"https://openalex.org/S4306400483","display_name":"Aston Publications Explorer (Aston University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169199633","host_organization_name":"Aston University","host_organization_lineage":["https://openalex.org/I169199633"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1162/artl_a_00402","is_oa":true,"landing_page_url":"https://doi.org/10.1162/artl_a_00402","pdf_url":"https://direct.mit.edu/artl/article-pdf/doi/10.1162/artl_a_00402/2142032/artl_a_00402.pdf","source":{"id":"https://openalex.org/S2181302","display_name":"Artificial Life","issn_l":"1064-5462","issn":["1064-5462","1530-9185"],"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":"Artificial Life","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383872314.pdf","grobid_xml":"https://content.openalex.org/works/W4383872314.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W182267966","https://openalex.org/W1497256448","https://openalex.org/W1522440472","https://openalex.org/W1556450089","https://openalex.org/W1576660662","https://openalex.org/W1982575696","https://openalex.org/W1987297384","https://openalex.org/W2005239252","https://openalex.org/W2024060531","https://openalex.org/W2032831730","https://openalex.org/W2032982318","https://openalex.org/W2092993939","https://openalex.org/W2095478116","https://openalex.org/W2103824021","https://openalex.org/W2107941094","https://openalex.org/W2109018929","https://openalex.org/W2119396705","https://openalex.org/W2121418604","https://openalex.org/W2152195021","https://openalex.org/W2305809450","https://openalex.org/W2406493898","https://openalex.org/W2411835395","https://openalex.org/W2416241581","https://openalex.org/W2525687297","https://openalex.org/W2568801990","https://openalex.org/W2616627863","https://openalex.org/W2884970958","https://openalex.org/W2887566942","https://openalex.org/W2888315729","https://openalex.org/W2895366162","https://openalex.org/W2902559752","https://openalex.org/W2903521673","https://openalex.org/W2971008394","https://openalex.org/W2991340219","https://openalex.org/W3006962907","https://openalex.org/W3007713785","https://openalex.org/W3015475346","https://openalex.org/W3038891809","https://openalex.org/W3047399933","https://openalex.org/W3080373249","https://openalex.org/W3089662449","https://openalex.org/W3093995498","https://openalex.org/W3100906401","https://openalex.org/W3106379984","https://openalex.org/W3107509705","https://openalex.org/W3112455820","https://openalex.org/W3128946898","https://openalex.org/W3200134775","https://openalex.org/W3214335329","https://openalex.org/W4211134448","https://openalex.org/W4211154581","https://openalex.org/W4245738054","https://openalex.org/W6607356907","https://openalex.org/W6667569437","https://openalex.org/W6678295668"],"related_works":["https://openalex.org/W1528089385","https://openalex.org/W2894069061","https://openalex.org/W2901253749","https://openalex.org/W2468223644","https://openalex.org/W2364113653","https://openalex.org/W2994258365","https://openalex.org/W2105160260","https://openalex.org/W4238513149","https://openalex.org/W4295161771","https://openalex.org/W2922935424"],"abstract_inverted_index":{"The":[0],"field":[1,38],"of":[2,8,28,43,60,82,84,101,133,137,154],"metaheuristics":[3,155],"has":[4,39,94],"a":[5,157],"long":[6],"history":[7],"finding":[9],"inspiration":[10,78,161],"in":[11,24],"natural":[12,53],"systems,":[13],"starting":[14],"from":[15],"evolution":[16],"strategies,":[17],"genetic":[18],"algorithms,":[19],"and":[20,64,67,71,92,112,146,162],"ant":[21],"colony":[22],"optimization":[23,125],"the":[25,29,33,37,80,98,102,134,144,152],"second":[26],"half":[27],"20th":[30],"century.":[31],"In":[32,127],"last":[34],"decades,":[35],"however,":[36],"experienced":[40],"an":[41],"explosion":[42],"metaphor-centered":[44],"methods":[45],"claiming":[46],"to":[47,97,110],"be":[48,76],"inspired":[49],"by":[50],"increasingly":[51],"absurd":[52],"(and":[54],"even":[55],"supernatural)":[56],"phenomena-several":[57],"different":[58,90],"types":[59],"birds,":[61],"mammals,":[62],"fish":[63],"invertebrates,":[65],"soccer":[66],"volleyball,":[68],"reincarnation,":[69],"zombies,":[70],"gods.":[72],"Although":[73],"metaphors":[74],"can":[75],"powerful":[77],"tools,":[79],"emergence":[81],"hundreds":[83],"barely":[85],"discernible":[86],"algorithmic":[87],"variants":[88],"under":[89],"labels":[91],"nomenclatures":[93],"been":[95],"counterproductive":[96],"scientific":[99,163],"progress":[100],"field,":[103,145],"as":[104],"it":[105],"neither":[106],"improves":[107],"our":[108],"ability":[109],"understand":[111],"simulate":[113],"biological":[114],"systems":[115],"nor":[116],"contributes":[117],"generalizable":[118],"knowledge":[119],"or":[120],"design":[121],"principles":[122],"for":[123,143],"global":[124],"approaches.":[126],"this":[128,138],"article":[129],"we":[130],"discuss":[131],"some":[132,147],"possible":[135],"causes":[136],"trend,":[139],"its":[140],"negative":[141],"consequences":[142],"efforts":[148],"aimed":[149],"at":[150],"moving":[151],"area":[153],"toward":[156],"better":[158],"balance":[159],"between":[160],"soundness.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2023-07-12T00:00:00"}
