{"id":"https://openalex.org/W1582552186","doi":"https://doi.org/10.1109/cec.2015.7257019","title":"Guidelines for defining benchmark problems in Genetic Programming","display_name":"Guidelines for defining benchmark problems in Genetic Programming","publication_year":2015,"publication_date":"2015-05-01","ids":{"openalex":"https://openalex.org/W1582552186","doi":"https://doi.org/10.1109/cec.2015.7257019","mag":"1582552186"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2015.7257019","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2015.7257019","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10197/8249","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085107807","display_name":"Miguel Nicolau","orcid":"https://orcid.org/0000-0002-1981-1300"},"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":true,"raw_author_name":"Miguel Nicolau","raw_affiliation_strings":["Natural Computing Research & Applications Group, University College, Dublin, Ireland","Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Natural Computing Research & Applications Group, University College, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069334140","display_name":"Alexandros Agapitos","orcid":"https://orcid.org/0000-0001-7529-681X"},"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":"Alexandros Agapitos","raw_affiliation_strings":["Natural Computing Research & Applications Group, University College, Dublin, Ireland","Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Natural Computing Research & Applications Group, University College, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College 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":["Natural Computing Research & Applications Group, University College, Dublin, Ireland","Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Natural Computing Research & Applications Group, University College, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College 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":["Natural Computing Research & Applications Group, University College, Dublin, Ireland","Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Natural Computing Research & Applications Group, University College, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Natural Computing Research and Applications Group, Complex & Adaptive Systems Laboratory, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5085107807"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":null,"apc_paid":null,"fwci":3.883,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.93884046,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"4","issue":null,"first_page":"1152","last_page":"1159"},"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":0.9959999918937683,"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/T11764","display_name":"Evolution and Genetic Dynamics","score":0.9799000024795532,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/symbolic-regression","display_name":"Symbolic regression","score":0.9278478622436523},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.8585904836654663},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.823412299156189},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7808817625045776},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7588959336280823},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5777736306190491},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5266187787055969},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5265120267868042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4558597207069397},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4462842643260956},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3707719147205353},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.30225372314453125},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08252036571502686}],"concepts":[{"id":"https://openalex.org/C2776400721","wikidata":"https://www.wikidata.org/wiki/Q18171762","display_name":"Symbolic regression","level":3,"score":0.9278478622436523},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.8585904836654663},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.823412299156189},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7808817625045776},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7588959336280823},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5777736306190491},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5266187787055969},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5265120267868042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4558597207069397},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4462842643260956},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3707719147205353},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.30225372314453125},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08252036571502686},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cec.2015.7257019","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2015.7257019","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},{"id":"pmh:oai:researchrepository.ucd.ie:10197/8249","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/8249","pdf_url":"http://hdl.handle.net/10197/8249","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:10197/8249","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/8249","pdf_url":"http://hdl.handle.net/10197/8249","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1582552186.pdf","grobid_xml":"https://content.openalex.org/works/W1582552186.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W178471156","https://openalex.org/W1488666798","https://openalex.org/W1503370304","https://openalex.org/W1519072852","https://openalex.org/W1576818901","https://openalex.org/W1678356000","https://openalex.org/W1969186573","https://openalex.org/W1992801522","https://openalex.org/W2015150738","https://openalex.org/W2084288340","https://openalex.org/W2121162457","https://openalex.org/W2147838718","https://openalex.org/W2904250082","https://openalex.org/W3023540311"],"related_works":["https://openalex.org/W2968285896","https://openalex.org/W2381504162","https://openalex.org/W1567571923","https://openalex.org/W2472646430","https://openalex.org/W2610450612","https://openalex.org/W2549153708","https://openalex.org/W2897801744","https://openalex.org/W2147355282","https://openalex.org/W2394133867","https://openalex.org/W1662819506"],"abstract_inverted_index":{"The":[0],"field":[1],"of":[2,10,19,39,44,52,62],"Genetic":[3],"Programming":[4],"has":[5],"recently":[6],"seen":[7],"a":[8],"surge":[9],"attention":[11],"to":[12],"the":[13,37,42],"fact":[14],"that":[15],"benchmarking":[16],"and":[17,60],"comparison":[18,30],"approaches":[20],"is":[21,54],"often":[22],"done":[23],"in":[24],"non-standard":[25],"ways,":[26],"using":[27],"poorly":[28],"designed":[29],"problems.":[31],"We":[32],"raise":[33],"some":[34],"issues":[35],"concerning":[36],"design":[38],"benchmarks,":[40],"within":[41],"domain":[43],"symbolic":[45,66],"regression,":[46],"through":[47],"experimental":[48],"evidence.":[49],"A":[50],"set":[51],"guidelines":[53],"provided,":[55],"aiming":[56],"towards":[57],"careful":[58],"definition":[59],"use":[61],"artificial":[63],"functions":[64],"as":[65],"regression":[67],"benchmarks.":[68]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
