{"id":"https://openalex.org/W2490392782","doi":"https://doi.org/10.1109/tfuzz.2015.2489234","title":"Ensembles of Fuzzy Linear Model Trees for the Identification of Multioutput Systems","display_name":"Ensembles of Fuzzy Linear Model Trees for the Identification of Multioutput Systems","publication_year":2015,"publication_date":"2015-10-09","ids":{"openalex":"https://openalex.org/W2490392782","doi":"https://doi.org/10.1109/tfuzz.2015.2489234","mag":"2490392782"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2015.2489234","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2015.2489234","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-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/A5069579275","display_name":"Darko Aleksovski","orcid":null},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Darko Aleksovski","raw_affiliation_strings":["Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Knowledge Technologies, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078843430","display_name":"Ju\u0161 Kocijan","orcid":"https://orcid.org/0000-0002-1221-946X"},"institutions":[{"id":"https://openalex.org/I192455894","display_name":"University of Nova Gorica","ror":"https://ror.org/00mw0tw28","country_code":"SI","type":"education","lineage":["https://openalex.org/I192455894"]},{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Jus Kocijan","raw_affiliation_strings":["Department of Systems and Control, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","University of Nova Gorica, Nova Gorica, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Systems and Control, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]},{"raw_affiliation_string":"University of Nova Gorica, Nova Gorica, Slovenia","institution_ids":["https://openalex.org/I192455894"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064609702","display_name":"Sa\u0161o D\u017eeroski","orcid":"https://orcid.org/0000-0003-2363-712X"},"institutions":[{"id":"https://openalex.org/I4210113529","display_name":"Jo\u017eef Stefan International Postgraduate School","ror":"https://ror.org/01hdkb925","country_code":"SI","type":"education","lineage":["https://openalex.org/I4210113529"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Saso Dzeroski","raw_affiliation_strings":["Jo\u017eef Stefan International Postgraduate School, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Jo\u017eef Stefan International Postgraduate School, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I4210113529"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5069579275"],"corresponding_institution_ids":["https://openalex.org/I3006985408"],"apc_list":null,"apc_paid":null,"fwci":2.1572,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.90789567,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"24","issue":"4","first_page":"916","last_page":"929"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9993000030517578,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9993000030517578,"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/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9890000224113464,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9861000180244446,"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/computer-science","display_name":"Computer science","score":0.5789852738380432},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5405762195587158},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5012338161468506},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.46036943793296814},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.4433853030204773},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42339587211608887},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.41824135184288025},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41237831115722656},{"id":"https://openalex.org/keywords/system-dynamics","display_name":"System dynamics","score":0.4117588996887207},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3871326744556427},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3396943509578705}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5789852738380432},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5405762195587158},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5012338161468506},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.46036943793296814},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.4433853030204773},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42339587211608887},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.41824135184288025},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41237831115722656},{"id":"https://openalex.org/C77405623","wikidata":"https://www.wikidata.org/wiki/Q598451","display_name":"System dynamics","level":2,"score":0.4117588996887207},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3871326744556427},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3396943509578705},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2015.2489234","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2015.2489234","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G5050174703","display_name":null,"funder_award_id":"P2-0001","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"},{"id":"https://openalex.org/G7530123626","display_name":null,"funder_award_id":"P2-0103","funder_id":"https://openalex.org/F4320322554","funder_display_name":"Javna Agencija za Raziskovalno Dejavnost RS"},{"id":"https://openalex.org/G8586694874","display_name":null,"funder_award_id":"ICT-2013-612944","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320322554","display_name":"Javna Agencija za Raziskovalno Dejavnost RS","ror":"https://ror.org/059bp8k51"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W16030097","https://openalex.org/W155291262","https://openalex.org/W178056938","https://openalex.org/W182168586","https://openalex.org/W182248535","https://openalex.org/W206371398","https://openalex.org/W322952782","https://openalex.org/W978544007","https://openalex.org/W1042032463","https://openalex.org/W1490488263","https://openalex.org/W1495479660","https://openalex.org/W1497915382","https://openalex.org/W1501364645","https://openalex.org/W1503303035","https://openalex.org/W1530730921","https://openalex.org/W1565746575","https://openalex.org/W1594031697","https://openalex.org/W1596068203","https://openalex.org/W1598333443","https://openalex.org/W1959516251","https://openalex.org/W1965324089","https://openalex.org/W1982185494","https://openalex.org/W1987801991","https://openalex.org/W1999860347","https://openalex.org/W2003525885","https://openalex.org/W2015005801","https://openalex.org/W2020791438","https://openalex.org/W2028549589","https://openalex.org/W2033072307","https://openalex.org/W2061082730","https://openalex.org/W2066442872","https://openalex.org/W2069262565","https://openalex.org/W2073221582","https://openalex.org/W2079325629","https://openalex.org/W2096192254","https://openalex.org/W2096507750","https://openalex.org/W2097403876","https://openalex.org/W2102179368","https://openalex.org/W2103414828","https://openalex.org/W2106074416","https://openalex.org/W2117774525","https://openalex.org/W2119593308","https://openalex.org/W2123199310","https://openalex.org/W2128073546","https://openalex.org/W2131372757","https://openalex.org/W2144931022","https://openalex.org/W2145038862","https://openalex.org/W2154658417","https://openalex.org/W2158253520","https://openalex.org/W2163975868","https://openalex.org/W2187865166","https://openalex.org/W2911964244","https://openalex.org/W2912391306","https://openalex.org/W2912934387","https://openalex.org/W4212883601","https://openalex.org/W6607421326","https://openalex.org/W6629981006","https://openalex.org/W6630053902","https://openalex.org/W6679154154","https://openalex.org/W6684423930","https://openalex.org/W6687050912"],"related_works":["https://openalex.org/W2370815826","https://openalex.org/W2433057514","https://openalex.org/W2373436826","https://openalex.org/W2167961874","https://openalex.org/W4302065327","https://openalex.org/W2363214567","https://openalex.org/W2104981499","https://openalex.org/W2379002089","https://openalex.org/W2361168482","https://openalex.org/W1579272925"],"abstract_inverted_index":{"We":[0,60],"address":[1],"the":[2,18,52,110,128,163,179,188,225,236],"task":[3,24],"of":[4,7,20,31,86,104,112,130,162,166,181,212,227,229],"discrete-time":[5],"modeling":[6,131,161,192],"nonlinear":[8,46],"dynamic":[9,132,193],"systems":[10,194],"with":[11,44,155],"multiple":[12],"outputs":[13],"using":[14,149,235],"measured":[15,151],"data.":[16],"In":[17,75],"area":[19],"control":[21],"engineering,":[22],"this":[23,58,76],"is":[25,64],"typically":[26],"converted":[27],"into":[28],"a":[29,65,113,167,210,217,240],"set":[30,211],"classical":[32],"regression":[33,47],"problems,":[34],"one":[35],"for":[36],"each":[37],"output,":[38],"which":[39,63],"can":[40,223],"then":[41],"be":[42],"solved":[43],"any":[45],"approach.":[48],"Fuzzy":[49],"models,":[50,214,232],"in":[51,57],"Takagi-Sugeno":[53],"form,":[54],"are":[55],"popular":[56],"context.":[59],"use":[61,102,111,226],"Lolimot,":[62],"tree":[66],"learning":[67],"method,":[68],"to":[69,101,122,127,191,209],"build":[70],"fuzzy":[71,87],"linear":[72,88],"model":[73,89,201],"trees.":[74,90],"paper,":[77],"we":[78,92,99,108,135,222],"propose,":[79],"implement,":[80],"and":[81,94,140,152,184],"empirically":[82],"evaluate":[83,95],"three":[84],"extensions":[85],"First,":[91],"consider":[93],"multioutput":[96,146,185],"models.":[97,106],"Second,":[98],"propose":[100],"ensembles":[103],"such":[105],"Third,":[107],"investigate":[109],"search":[114,241],"heuristic":[115,189],"based":[116],"on":[117,144],"simulation":[118,237],"error":[119,238],"(as":[120],"opposed":[121],"one-step-ahead":[123],"prediction":[124],"error),":[125],"specific":[126,190],"context":[129],"systems.":[133,176],"Finally,":[134],"perform":[136],"an":[137],"empirical":[138],"evaluation":[139],"compare":[141],"these":[142],"approaches":[143],"six":[145],"case":[147,158],"studies,":[148],"both":[150,182],"simulated":[153],"data,":[154],"noise:":[156],"The":[157],"studies":[159],"include":[160],"inverse":[164],"dynamics":[165],"robot":[168],"arm,":[169],"as":[170,172,239],"well":[171],"five":[173],"additional":[174],"process-industry":[175],"Ensembles":[177],"improve":[178],"performance":[180,197,208],"single-":[183],"trees,":[186],"while":[187,215],"only":[195],"improves":[196],"very":[198],"slightly.":[199],"Multioutput":[200],"trees":[202],"exhibit":[203],"comparable":[204],"or":[205],"worse":[206],"predictive":[207],"single-output":[213,230],"providing":[216],"more":[218],"compact":[219],"model.":[220],"Overall,":[221],"recommend":[224],"bagging":[228],"Lolimot":[231],"learned":[233],"by":[234],"heuristic.":[242]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
