{"id":"https://openalex.org/W4213379958","doi":"https://doi.org/10.1007/s42979-022-01044-w","title":"Human in the Loop Fuzzy Pattern Tree Evolution","display_name":"Human in the Loop Fuzzy Pattern Tree Evolution","publication_year":2022,"publication_date":"2022-02-14","ids":{"openalex":"https://openalex.org/W4213379958","doi":"https://doi.org/10.1007/s42979-022-01044-w"},"language":"en","primary_location":{"id":"doi:10.1007/s42979-022-01044-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-022-01044-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-022-01044-w.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s42979-022-01044-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069605547","display_name":"Aidan Murphy","orcid":"https://orcid.org/0000-0002-6209-4642"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Aidan Murphy","raw_affiliation_strings":["Lero & University of Limerick, Limerick, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-6209-4642","affiliations":[{"raw_affiliation_string":"Lero & University of Limerick, Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007334485","display_name":"Gr\u00e1inne Murphy","orcid":"https://orcid.org/0000-0001-8166-8499"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Gr\u00e1inne Murphy","raw_affiliation_strings":["Lero & University of Limerick, Limerick, Ireland"],"raw_orcid":"https://orcid.org/0000-0001-8166-8499","affiliations":[{"raw_affiliation_string":"Lero & University of Limerick, Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063772137","display_name":"Douglas Mota Dias","orcid":"https://orcid.org/0000-0002-1783-6352"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]},{"id":"https://openalex.org/I40034438","display_name":"Universidade do Estado do Rio de Janeiro","ror":"https://ror.org/0198v2949","country_code":"BR","type":"education","lineage":["https://openalex.org/I40034438"]}],"countries":["BR","IE"],"is_corresponding":false,"raw_author_name":"Douglas Mota Dias","raw_affiliation_strings":["Lero & University of Limerick, Limerick, Ireland","Rio de Janeiro State University, Rio de Janeiro, Brazil"],"raw_orcid":"https://orcid.org/0000-0002-1783-6352","affiliations":[{"raw_affiliation_string":"Lero & University of Limerick, Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]},{"raw_affiliation_string":"Rio de Janeiro State University, Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I40034438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087902322","display_name":"Jorge Amaral","orcid":"https://orcid.org/0000-0001-6580-5668"},"institutions":[{"id":"https://openalex.org/I40034438","display_name":"Universidade do Estado do Rio de Janeiro","ror":"https://ror.org/0198v2949","country_code":"BR","type":"education","lineage":["https://openalex.org/I40034438"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jorge Amaral","raw_affiliation_strings":["Rio de Janeiro State University, Rio de Janeiro, Brazil"],"raw_orcid":"https://orcid.org/0000-0001-6580-5668","affiliations":[{"raw_affiliation_string":"Rio de Janeiro State University, Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I40034438"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047941801","display_name":"Enrique Naredo","orcid":"https://orcid.org/0000-0001-9818-911X"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Enrique Naredo","raw_affiliation_strings":["Lero & University of Limerick, Limerick, Ireland"],"raw_orcid":"https://orcid.org/0000-0001-9818-911X","affiliations":[{"raw_affiliation_string":"Lero & University of Limerick, Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082264857","display_name":"Conor Ryan","orcid":"https://orcid.org/0000-0002-7002-5815"},"institutions":[{"id":"https://openalex.org/I230495080","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72","country_code":"IE","type":"education","lineage":["https://openalex.org/I230495080"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Conor Ryan","raw_affiliation_strings":["Lero & University of Limerick, Limerick, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-7002-5815","affiliations":[{"raw_affiliation_string":"Lero & University of Limerick, Limerick, Ireland","institution_ids":["https://openalex.org/I230495080"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069605547"],"corresponding_institution_ids":["https://openalex.org/I230495080"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":1.3875,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.83790168,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"3","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9998000264167786,"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":0.9998000264167786,"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/T11574","display_name":"Artificial Intelligence in Games","score":0.9973999857902527,"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":0.9962000250816345,"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/grammatical-evolution","display_name":"Grammatical evolution","score":0.7373696565628052},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7064187526702881},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.6869484782218933},{"id":"https://openalex.org/keywords/overfitting","display_name":"Overfitting","score":0.5971794128417969},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5618422031402588},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5313105583190918},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5152249932289124},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.42714911699295044},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.4122428894042969},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.34364259243011475},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.3341884911060333},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.1015443503856659}],"concepts":[{"id":"https://openalex.org/C10906938","wikidata":"https://www.wikidata.org/wiki/Q5593687","display_name":"Grammatical evolution","level":3,"score":0.7373696565628052},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7064187526702881},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.6869484782218933},{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.5971794128417969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5618422031402588},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5313105583190918},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5152249932289124},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.42714911699295044},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.4122428894042969},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.34364259243011475},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.3341884911060333},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1015443503856659}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s42979-022-01044-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-022-01044-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-022-01044-w.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/19813213","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Human_in_the_loop_fuzzy_pattern_tree_evolution/19813213","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:ulir.ul.ie:10344/11058","is_oa":true,"landing_page_url":"http://hdl.handle.net/10344/11058","pdf_url":null,"source":{"id":"https://openalex.org/S4306401530","display_name":"University of Limerick Institutional Repository (University of Limerick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I230495080","host_organization_name":"University of Limerick","host_organization_lineage":["https://openalex.org/I230495080"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s42979-022-01044-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s42979-022-01044-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s42979-022-01044-w.pdf","source":{"id":"https://openalex.org/S4210174798","display_name":"SN Computer Science","issn_l":"2661-8907","issn":["2661-8907","2662-995X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SN Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3794326933","display_name":null,"funder_award_id":"Code 001","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"}],"funders":[{"id":"https://openalex.org/F4320318630","display_name":"Irish Research eLibrary","ror":null},{"id":"https://openalex.org/F4320320862","display_name":"University of Limerick","ror":"https://ror.org/00a0n9e72"},{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4213379958.pdf","grobid_xml":"https://content.openalex.org/works/W4213379958.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W40324465","https://openalex.org/W568460047","https://openalex.org/W1520689096","https://openalex.org/W1576818901","https://openalex.org/W1593481303","https://openalex.org/W1949960611","https://openalex.org/W1977070745","https://openalex.org/W1990131122","https://openalex.org/W2013587512","https://openalex.org/W2126105956","https://openalex.org/W2149088439","https://openalex.org/W2151019861","https://openalex.org/W2155582960","https://openalex.org/W2282821441","https://openalex.org/W2296218809","https://openalex.org/W2493343568","https://openalex.org/W2798714739","https://openalex.org/W2883147591","https://openalex.org/W2891503716","https://openalex.org/W2896746105","https://openalex.org/W2902907165","https://openalex.org/W2963847595","https://openalex.org/W2964303497","https://openalex.org/W2981731882","https://openalex.org/W3000716014","https://openalex.org/W3083255853","https://openalex.org/W3102769660","https://openalex.org/W3108291730","https://openalex.org/W3112262800","https://openalex.org/W3137144143","https://openalex.org/W3138819813","https://openalex.org/W3162108968","https://openalex.org/W6602675123","https://openalex.org/W6610924312","https://openalex.org/W6677008656"],"related_works":["https://openalex.org/W2989932438","https://openalex.org/W4385188691","https://openalex.org/W4385957992","https://openalex.org/W2953658053","https://openalex.org/W2597297359","https://openalex.org/W4229079080","https://openalex.org/W2948863132","https://openalex.org/W4206534706","https://openalex.org/W3165136198","https://openalex.org/W4312544161"],"abstract_inverted_index":{"Abstract":[0],"Fuzzy":[1,12,28,51,113],"pattern":[2],"trees":[3],"evolved":[4],"using":[5],"grammatical":[6],"evolution,":[7],"a":[8,19,44,99,119],"system":[9],"we":[10],"call":[11],"Grammatical":[13,29,52,114],"Evolution,":[14],"are":[15],"shown":[16],"to":[17,70,88,97],"be":[18,117],"robust":[20],"Explainable":[21,121],"Artificial":[22,122],"Intelligence":[23,123],"technique.":[24,124],"Experimental":[25],"results":[26,33],"show":[27],"Evolution":[30,53,115],"achieves":[31],"competitive":[32],"when":[34],"compared":[35],"against":[36],"SVM,":[37],"Random":[38],"Forest":[39],"and":[40,64,96],"Logistic":[41],"Regression":[42],"on":[43],"set":[45],"of":[46,92],"real":[47],"world":[48],"benchmark":[49],"problems.":[50],"allows":[54],"for":[55,102],"human":[56],"input":[57],"throughout":[58],"the":[59,90,93],"evolutionary":[60],"process.":[61],"Regularization":[62],"methods":[63],"double":[65],"tournament":[66],"selection":[67],"were":[68],"investigated":[69],"determine":[71],"what":[72],"method":[73],"was":[74,86],"most":[75],"successful":[76],"at":[77],"finding":[78],"smaller,":[79],"more":[80],"interpretable":[81],"models.":[82],"A":[83],"domain":[84],"expert":[85,106],"recruited":[87],"investigate":[89],"interpretability":[91],"models":[94],"found":[95],"give":[98],"confidence":[100],"score":[101],"each":[103],"model.":[104],"This":[105],"successfully":[107],"identified":[108],"overfit":[109],"models,":[110],"validating":[111],"that":[112],"can":[116],"regarded":[118],"powerful":[120]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2025-10-10T00:00:00"}
