{"id":"https://openalex.org/W4285396367","doi":"https://doi.org/10.1007/s40815-022-01324-w","title":"Transparent but Accurate Evolutionary Regression Combining New Linguistic Fuzzy Grammar and a Novel Interpretable Linear Extension","display_name":"Transparent but Accurate Evolutionary Regression Combining New Linguistic Fuzzy Grammar and a Novel Interpretable Linear Extension","publication_year":2022,"publication_date":"2022-07-12","ids":{"openalex":"https://openalex.org/W4285396367","doi":"https://doi.org/10.1007/s40815-022-01324-w"},"language":"en","primary_location":{"id":"doi:10.1007/s40815-022-01324-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40815-022-01324-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40815-022-01324-w.pdf","source":{"id":"https://openalex.org/S18792341","display_name":"International Journal of Fuzzy Systems","issn_l":"1562-2479","issn":["1562-2479","2199-3211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"International Journal of Fuzzy Systems","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/s40815-022-01324-w.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084324996","display_name":"Carmen Biedma-Rdguez","orcid":"https://orcid.org/0000-0001-9753-0697"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carmen Biedma-Rdguez","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, DaSCI, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, DaSCI, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076451998","display_name":"Mar\u00eda Jos\u00e9 Gacto","orcid":"https://orcid.org/0000-0001-9895-9647"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Mar\u00eda Jos\u00e9 Gacto","raw_affiliation_strings":["Department of Software Engineering, DaSCI, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Software Engineering, DaSCI, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089947179","display_name":"Augusto Anguita\u2010Ruiz","orcid":"https://orcid.org/0000-0001-6888-1041"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Augusto Anguita-Ruiz","raw_affiliation_strings":["Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology \u201cJos\u00e9 Mataix,\u201d Center of Biomedical Research, University of Granada, Granada, Spain","Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology \"Jos\u00e9 Mataix,\" Center of Biomedical Research, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology \u201cJos\u00e9 Mataix,\u201d Center of Biomedical Research, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology \"Jos\u00e9 Mataix,\" Center of Biomedical Research, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007045654","display_name":"Jes\u00fas Alcal\u00e1\u2010Fdez","orcid":"https://orcid.org/0000-0002-6190-3575"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jes\u00fas Alcal\u00e1-Fdez","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, DaSCI, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, DaSCI, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064161587","display_name":"Rafael Alcal\u00e1","orcid":null},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rafael Alcal\u00e1","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, DaSCI, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, DaSCI, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5076451998"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3490},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3490},"fwci":0.9716,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.7951678,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"24","issue":"7","first_page":"3082","last_page":"3103"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9976000189781189,"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":0.9976000189781189,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9973000288009644,"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":0.989300012588501,"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/interpretability","display_name":"Interpretability","score":0.7080572843551636},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6378898620605469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6132856011390686},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5629875659942627},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5048788189888},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.492178350687027},{"id":"https://openalex.org/keywords/extension","display_name":"Extension (predicate logic)","score":0.45634588599205017},{"id":"https://openalex.org/keywords/grammar","display_name":"Grammar","score":0.4116048216819763},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.37016671895980835},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3327208459377289},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.2309456765651703}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7080572843551636},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6378898620605469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6132856011390686},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5629875659942627},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5048788189888},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.492178350687027},{"id":"https://openalex.org/C2778029271","wikidata":"https://www.wikidata.org/wiki/Q5421931","display_name":"Extension (predicate logic)","level":2,"score":0.45634588599205017},{"id":"https://openalex.org/C26022165","wikidata":"https://www.wikidata.org/wiki/Q8091","display_name":"Grammar","level":2,"score":0.4116048216819763},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.37016671895980835},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3327208459377289},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.2309456765651703},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40815-022-01324-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40815-022-01324-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40815-022-01324-w.pdf","source":{"id":"https://openalex.org/S18792341","display_name":"International Journal of Fuzzy Systems","issn_l":"1562-2479","issn":["1562-2479","2199-3211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"International Journal of Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:digibug.ugr.es:10481/76465","is_oa":true,"landing_page_url":"http://hdl.handle.net/10481/76465","pdf_url":null,"source":{"id":"https://openalex.org/S4306400567","display_name":"Institutional Repository of the University of Granada (University of Granada)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I173304897","host_organization_name":"Universidad de Granada","host_organization_lineage":["https://openalex.org/I173304897"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"VoR"}],"best_oa_location":{"id":"doi:10.1007/s40815-022-01324-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40815-022-01324-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40815-022-01324-w.pdf","source":{"id":"https://openalex.org/S18792341","display_name":"International Journal of Fuzzy Systems","issn_l":"1562-2479","issn":["1562-2479","2199-3211"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"International Journal of Fuzzy Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1217240219","display_name":null,"funder_award_id":"PID2019-107793GB-I00","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G2627877686","display_name":null,"funder_award_id":"PID2019-107793GB-I00","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G5555131222","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G6731524417","display_name":null,"funder_award_id":"PID2020","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G8798060067","display_name":null,"funder_award_id":"PID2020-119478GB-I00","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285396367.pdf","grobid_xml":"https://content.openalex.org/works/W4285396367.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1781794689","https://openalex.org/W1977904727","https://openalex.org/W1986111368","https://openalex.org/W2016086965","https://openalex.org/W2035586426","https://openalex.org/W2050288270","https://openalex.org/W2051313176","https://openalex.org/W2086964476","https://openalex.org/W2121573754","https://openalex.org/W2129354040","https://openalex.org/W2132037635","https://openalex.org/W2152997297","https://openalex.org/W2160234571","https://openalex.org/W2414667196","https://openalex.org/W2493343568","https://openalex.org/W2528491735","https://openalex.org/W2579555219","https://openalex.org/W2605240797","https://openalex.org/W2657631929","https://openalex.org/W2735376054","https://openalex.org/W2874411262","https://openalex.org/W2890907918","https://openalex.org/W2909962776","https://openalex.org/W2919193235","https://openalex.org/W2921763762","https://openalex.org/W2944690288","https://openalex.org/W2945976633","https://openalex.org/W2973874337","https://openalex.org/W2981731882","https://openalex.org/W3029057528","https://openalex.org/W3092079220","https://openalex.org/W4205148124","https://openalex.org/W4240278385","https://openalex.org/W6610020937","https://openalex.org/W6637059799","https://openalex.org/W6637579302"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W4247136043","https://openalex.org/W4312407344"],"abstract_inverted_index":{"Abstract":[0],"Scientists":[1],"must":[2],"understand":[3],"what":[4,26],"machines":[5],"do":[6],"(systems":[7],"should":[8],"not":[9],"behave":[10],"like":[11],"a":[12,34,43,82,193,203,207,215],"black":[13],"box),":[14],"because":[15],"in":[16,121,206],"many":[17],"cases":[18],"how":[19],"they":[20,27],"predict":[21],"is":[22],"more":[23],"important":[24],"than":[25,164],"predict.":[28],"In":[29,85],"this":[30,95],"work,":[31],"we":[32,201],"propose":[33],"new":[35,56],"extension":[36,48],"of":[37,68,110,128,145,148,159,175],"the":[38,65,69,89,108,113,126,129,137,142,146,157,176,220],"fuzzy":[39,150,180,188],"linguistic":[40,57,149,179,187,197],"grammar":[41],"and":[42,92,104,112,162,190,214],"mainly":[44],"novel":[45],"interpretable":[46,185],"linear":[47],"for":[49,183],"regression":[50,123,181,186],"problems,":[51],"together":[52],"with":[53],"an":[54],"enhanced":[55],"tree-based":[58],"evolutionary":[59],"multiobjective":[60],"learning":[61,96,153,184,198],"approach.":[62,199],"This":[63,152],"allows":[64],"general":[66],"behavior":[67],"data":[70],"covered,":[71],"as":[72,74,81],"well":[73],"their":[75],"specific":[76],"variability,":[77],"to":[78,87,136,192,211],"be":[79],"expressed":[80],"single":[83],"rule.":[84],"order":[86],"ensure":[88],"highest":[90],"transparency":[91],"accuracy":[93],"values,":[94],"process":[97,154],"maximizes":[98],"two":[99],"widely":[100],"accepted":[101],"semantic":[102],"metrics":[103],"also":[105],"minimizes":[106],"both":[107],"number":[109],"rules":[111,166],"model":[114],"mean":[115],"squared":[116],"error.":[117],"The":[118],"results":[119],"obtained":[120,156],"23":[122],"datasets":[124],"show":[125],"effectiveness":[127],"proposed":[130],"method":[131],"by":[132],"applying":[133],"statistical":[134],"tests":[135],"said":[138],"metrics,":[139],"which":[140],"cover":[141],"different":[143],"aspects":[144],"interpretability":[147],"models.":[151],"has":[155],"preservation":[158],"high-level":[160],"semantics":[161],"less":[163],"5":[165],"on":[167],"average,":[168],"while":[169],"it":[170],"still":[171],"clearly":[172],"outperforms":[173],"some":[174],"previous":[177],"state-of-the-art":[178],"methods":[182],"systems,":[189],"even":[191],"competitive,":[194],"pure":[195],"accuracy-oriented":[196],"Finally,":[200],"analyze":[202],"case":[204],"study":[205],"real":[208,216],"problem":[209],"related":[210],"childhood":[212],"obesity,":[213],"expert":[217],"carries":[218],"out":[219],"analysis":[221],"shown.":[222]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}