{"id":"https://openalex.org/W2065481307","doi":"https://doi.org/10.1145/2001576.2001763","title":"A comparison of GE and TAGE in dynamic environments","display_name":"A comparison of GE and TAGE in dynamic environments","publication_year":2011,"publication_date":"2011-07-12","ids":{"openalex":"https://openalex.org/W2065481307","doi":"https://doi.org/10.1145/2001576.2001763","mag":"2065481307"},"language":"en","primary_location":{"id":"doi:10.1145/2001576.2001763","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2001576.2001763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10197/3516","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006242681","display_name":"Eoin Murphy","orcid":null},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Eoin Murphy","raw_affiliation_strings":["University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001619292","display_name":"Michael O\u2019Neill","orcid":"https://orcid.org/0000-0001-8734-417X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Michael O'Neill","raw_affiliation_strings":["University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045190581","display_name":"Anthony Brabazon","orcid":"https://orcid.org/0000-0001-8070-294X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Anthony Brabazon","raw_affiliation_strings":["University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1387","last_page":"1394"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":1.0,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":1.0,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.993399977684021,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9775000214576721,"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/genetic-programming","display_name":"Genetic programming","score":0.9151781797409058},{"id":"https://openalex.org/keywords/grammatical-evolution","display_name":"Grammatical evolution","score":0.9119350910186768},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6721333265304565},{"id":"https://openalex.org/keywords/dynamic-programming","display_name":"Dynamic programming","score":0.6424243450164795},{"id":"https://openalex.org/keywords/rule-based-machine-translation","display_name":"Rule-based machine translation","score":0.5691124200820923},{"id":"https://openalex.org/keywords/genetic-representation","display_name":"Genetic representation","score":0.5139893889427185},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.49805688858032227},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46165359020233154},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.4570382833480835},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4522911608219147},{"id":"https://openalex.org/keywords/grammar","display_name":"Grammar","score":0.45217257738113403},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4350256323814392},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.4272242784500122},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.42460304498672485},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3352711796760559},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.28136569261550903},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18430611491203308},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.17014306783676147},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.13539856672286987},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07884752750396729}],"concepts":[{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.9151781797409058},{"id":"https://openalex.org/C10906938","wikidata":"https://www.wikidata.org/wiki/Q5593687","display_name":"Grammatical evolution","level":3,"score":0.9119350910186768},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6721333265304565},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.6424243450164795},{"id":"https://openalex.org/C53893814","wikidata":"https://www.wikidata.org/wiki/Q7378909","display_name":"Rule-based machine translation","level":2,"score":0.5691124200820923},{"id":"https://openalex.org/C6135463","wikidata":"https://www.wikidata.org/wiki/Q5532920","display_name":"Genetic representation","level":3,"score":0.5139893889427185},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.49805688858032227},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46165359020233154},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4570382833480835},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4522911608219147},{"id":"https://openalex.org/C26022165","wikidata":"https://www.wikidata.org/wiki/Q8091","display_name":"Grammar","level":2,"score":0.45217257738113403},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4350256323814392},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.4272242784500122},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.42460304498672485},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3352711796760559},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28136569261550903},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18430611491203308},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.17014306783676147},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.13539856672286987},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07884752750396729},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2001576.2001763","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2001576.2001763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"},{"id":"pmh:oai:researchrepository.ucd.ie:10197/3516","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/3516","pdf_url":"http://hdl.handle.net/10197/3516","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"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":"Conference Publication"}],"best_oa_location":{"id":"pmh:oai:researchrepository.ucd.ie:10197/3516","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/3516","pdf_url":"http://hdl.handle.net/10197/3516","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"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":"Conference Publication"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.800000011920929,"display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G2308760274","display_name":"Evolution in dynamic environments with Grammatical Evolution (EDGE)","funder_award_id":"08/IN.1/I1868","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2065481307.pdf","grobid_xml":"https://content.openalex.org/works/W2065481307.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W591905249","https://openalex.org/W1479758177","https://openalex.org/W1498124058","https://openalex.org/W1503370304","https://openalex.org/W1527428406","https://openalex.org/W1576818901","https://openalex.org/W1591556105","https://openalex.org/W1983770999","https://openalex.org/W1991159710","https://openalex.org/W2002574233","https://openalex.org/W2030792885","https://openalex.org/W2043191653","https://openalex.org/W2044775606","https://openalex.org/W2058727381","https://openalex.org/W2130630493","https://openalex.org/W2133432936","https://openalex.org/W2134909045","https://openalex.org/W2142879643","https://openalex.org/W2148458253","https://openalex.org/W2152055978","https://openalex.org/W2160958384","https://openalex.org/W2561675875","https://openalex.org/W4235721129","https://openalex.org/W6635341818","https://openalex.org/W6680154022"],"related_works":["https://openalex.org/W2605210233","https://openalex.org/W2115051469","https://openalex.org/W3128775364","https://openalex.org/W66727908","https://openalex.org/W2065481307","https://openalex.org/W2339601293","https://openalex.org/W2169840877","https://openalex.org/W2559572301","https://openalex.org/W2042149998","https://openalex.org/W586337229"],"abstract_inverted_index":{"The":[0],"lack":[1],"of":[2,4,19,27,30,38,48],"study":[3,23],"genetic":[5,20,31],"programming":[6],"in":[7,16],"dynamic":[8,49],"environments":[9],"is":[10],"recognised":[11],"as":[12],"a":[13,36,46],"known":[14],"issue":[15],"the":[17,25,56],"field":[18],"programming.":[21],"This":[22],"compares":[24],"performance":[26],"two":[28,57],"forms":[29],"programming,":[32],"grammatical":[33,39],"evolution":[34,40],"and":[35,61],"variation":[37],"which":[41],"uses":[42],"tree-adjunct":[43],"grammars,":[44],"on":[45],"series":[47],"problems.":[50],"Mean":[51],"best":[52],"fitness":[53],"plots":[54],"for":[55],"representations":[58],"are":[59],"analysed":[60],"compared.":[62]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
