{"id":"https://openalex.org/W2137098853","doi":"https://doi.org/10.1109/cec.2004.1331182","title":"Statistical exploratory analysis of genetic algorithms: the importance of interaction","display_name":"Statistical exploratory analysis of genetic algorithms: the importance of interaction","publication_year":2005,"publication_date":"2005-01-17","ids":{"openalex":"https://openalex.org/W2137098853","doi":"https://doi.org/10.1109/cec.2004.1331182","mag":"2137098853"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2004.1331182","is_oa":false,"landing_page_url":"http://doi.org/10.1109/cec.2004.1331182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030292422","display_name":"Andrew Czarn","orcid":null},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"A. Czarn","raw_affiliation_strings":["Sch. of Comput. Sci. & Software Eng., Western Australia Univ., Crawley, WA, Australia"],"affiliations":[{"raw_affiliation_string":"Sch. of Comput. Sci. & Software Eng., Western Australia Univ., Crawley, WA, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037549464","display_name":"Cara MacNish","orcid":"https://orcid.org/0000-0003-0839-9581"},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"C. MacNish","raw_affiliation_strings":["Sch. of Comput. Sci. & Software Eng., Western Australia Univ., Crawley, WA, Australia"],"affiliations":[{"raw_affiliation_string":"Sch. of Comput. Sci. & Software Eng., Western Australia Univ., Crawley, WA, Australia","institution_ids":["https://openalex.org/I177877127"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109838195","display_name":"K. Vijayan","orcid":"https://orcid.org/0009-0001-2037-2720"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"K. Vijayan","raw_affiliation_strings":["School of Mathematics and Statistics"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081147777","display_name":"Berwin A. Turlach","orcid":"https://orcid.org/0000-0001-8795-471X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"B. Turlach","raw_affiliation_strings":["School of Mathematics and Statistics"],"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5030292422"],"corresponding_institution_ids":["https://openalex.org/I177877127"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.15007121,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2","issue":null,"first_page":"2288","last_page":"2295"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9987000226974487,"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":0.9987000226974487,"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":0.9980999827384949,"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":0.9966999888420105,"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/crossover","display_name":"Crossover","score":0.9430534839630127},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.6268947124481201},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5779153108596802},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5678684711456299},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5529513359069824},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.4807172119617462},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.42186370491981506},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3580132722854614},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3388020396232605},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20903369784355164},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.08461698889732361}],"concepts":[{"id":"https://openalex.org/C122507166","wikidata":"https://www.wikidata.org/wiki/Q628906","display_name":"Crossover","level":2,"score":0.9430534839630127},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.6268947124481201},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5779153108596802},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5678684711456299},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5529513359069824},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.4807172119617462},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.42186370491981506},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3580132722854614},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3388020396232605},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20903369784355164},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.08461698889732361},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cec.2004.1331182","is_oa":false,"landing_page_url":"http://doi.org/10.1109/cec.2004.1331182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/db932057-ecac-4f9c-9272-43763db55cec","is_oa":false,"landing_page_url":"https://research-repository.uwa.edu.au/en/publications/db932057-ecac-4f9c-9272-43763db55cec","pdf_url":null,"source":{"id":"https://openalex.org/S4306402492","display_name":"UWA Profiles and Research Repository (UWA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Czarn, A S T, MacNish, C, Vijayan, K & Turlach, B 2004, Statistical exploratory analysis of genetic algorithms: The importance of interaction. in G W Greenwood (ed.), Proceeings of the 2004 Congress on Evolutionary Computation. Portland, Oregon edn, vol. 2, IEEE, Institute of Electrical and Electronics Engineers, Piscataway, NJ, pp. 2288-2295.","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W79693862","https://openalex.org/W600674734","https://openalex.org/W1587100796","https://openalex.org/W2103162689","https://openalex.org/W2105217850","https://openalex.org/W2146879413","https://openalex.org/W2166843422","https://openalex.org/W2608791844","https://openalex.org/W4205548518","https://openalex.org/W4246603859","https://openalex.org/W4300806635","https://openalex.org/W4300870773","https://openalex.org/W4387688680","https://openalex.org/W6603261728","https://openalex.org/W6635127100"],"related_works":["https://openalex.org/W2993471286","https://openalex.org/W2014162767","https://openalex.org/W2155753975","https://openalex.org/W765698016","https://openalex.org/W1535132062","https://openalex.org/W2143935213","https://openalex.org/W1988293173","https://openalex.org/W2138289358","https://openalex.org/W4293324557","https://openalex.org/W3040576868"],"abstract_inverted_index":{"Genetic":[0],"algorithms":[1],"have":[2,53],"been":[3,54],"extensively":[4],"used":[5],"and":[6,20,36,90,92,123,156,187,197],"studied,":[7],"yet":[8,63],"limited":[9],"research":[10,77],"has":[11],"addressed":[12],"the":[13,16,41,68,75,80,83,119,131,150,162,182,211],"importance":[14],"of":[15,27,44,71,86,95,130,152,165,195],"interaction":[17,33,45,87,120,132,153,166,212],"between":[18,34,82,121,154],"crossover":[19,35,89,122,155,186,196],"mutation.":[21],"Two":[22],"questions,":[23],"namely,":[24],"what":[25,39],"type":[26],"functions":[28,149],"is":[29,40,133,167],"likely":[30],"to":[31,102,171,208],"demonstrate":[32],"mutation,":[198],"and,":[38],"practical":[42,64,163],"implication":[43,164],"for":[46,50,67,146,185,210],"obtaining":[47],"optimal":[48,183],"rates":[49,184],"these":[51,103],"parameters,":[52],"unanswered.":[55],"This":[56],"work":[57,59],"continues":[58],"using":[60],"a":[61,96,174,178],"rigorous":[62],"statistical":[65,84],"methodology":[66],"exploratory":[69],"study":[70],"genetic":[72,175],"algorithms.":[73],"In":[74],"present":[76,99],"we":[78,109],"examine":[79],"relationship":[81],"significance":[85],"among":[88],"mutation":[91,124,157,188],"increasing":[93],"modality":[94,118],"problem.":[97],"We":[98,143],"initial":[100],"answers":[101],"questions":[104],"in":[105,117,206],"this":[106],"context.":[107],"First,":[108],"find":[110],"that":[111,145,168],"as":[112],"our":[113],"test":[114],"function":[115],"increases":[116],"becomes":[125],"statistically":[126],"significant.":[127],"The":[128],"effect":[129],"striking":[134],"when":[135,169],"examining":[136],"response":[137],"curves,":[138],"which":[139],"illustrate":[140],"distinct":[141],"inflection.":[142],"conjecture":[144],"highly":[147,179],"modal":[148,180],"possibility":[151],"must":[158,203],"be":[159,190,204],"considered.":[160],"Secondly,":[161],"attempting":[170],"fine":[172],"tune":[173],"algorithm":[176],"on":[177],"problem":[181],"cannot":[189],"obtained":[191],"independently.":[192],"All":[193],"combinations":[194],"within":[199],"given":[200],"starting":[201],"ranges,":[202],"investigated":[205],"order":[207],"allow":[209],"effect.":[213]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
