{"id":"https://openalex.org/W1984075611","doi":"https://doi.org/10.1109/fuzz-ieee.2014.6891650","title":"Learning from data using the R package "FRBS"","display_name":"Learning from data using the R package "FRBS"","publication_year":2014,"publication_date":"2014-07-01","ids":{"openalex":"https://openalex.org/W1984075611","doi":"https://doi.org/10.1109/fuzz-ieee.2014.6891650","mag":"1984075611"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee.2014.6891650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2014.6891650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-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/A5015178632","display_name":"Lala Septem Riza","orcid":"https://orcid.org/0000-0002-5324-8208"},"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":"Lala Septem Riza","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Granada","Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Granada","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010495833","display_name":"Christoph Bergmeir","orcid":"https://orcid.org/0000-0002-3665-9021"},"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":"Christoph Bergmeir","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Granada","Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Granada","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045016749","display_name":"Francisco Herrera","orcid":"https://orcid.org/0000-0002-7283-312X"},"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":"Francisco Herrera","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Granada","Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Granada","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089237494","display_name":"Jos\u00e9 M. Ben\u00edtez","orcid":"https://orcid.org/0000-0002-2346-0793"},"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":"Jose Manuel Benitez","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, University of Granada","Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, University of Granada","institution_ids":["https://openalex.org/I173304897"]},{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, E.T.S. de Ingenierias Informatica y de Telecomunicaci\u00f3n, CITIC-UGR, University of Granada","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5015178632"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":null,"apc_paid":null,"fwci":5.3171,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.95584124,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2149","last_page":"2155"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9994999766349792,"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":0.9994999766349792,"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/T10320","display_name":"Neural Networks and Applications","score":0.9979000091552734,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9944000244140625,"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":0.7891408205032349},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.665568470954895},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5394499897956848},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5209116339683533},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5154293775558472},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47533631324768066},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.44258731603622437},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.42630037665367126},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.42618328332901},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42567262053489685},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3750155568122864},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.20084607601165771}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7891408205032349},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.665568470954895},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5394499897956848},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5209116339683533},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5154293775558472},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47533631324768066},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.44258731603622437},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.42630037665367126},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.42618328332901},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42567262053489685},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3750155568122864},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.20084607601165771},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz-ieee.2014.6891650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2014.6891650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W20030223","https://openalex.org/W142835224","https://openalex.org/W1573698127","https://openalex.org/W1970104171","https://openalex.org/W1988376612","https://openalex.org/W2015661117","https://openalex.org/W2019207321","https://openalex.org/W2046738003","https://openalex.org/W2050288270","https://openalex.org/W2063609669","https://openalex.org/W2079325629","https://openalex.org/W2085629944","https://openalex.org/W2093620744","https://openalex.org/W2112529735","https://openalex.org/W2113664232","https://openalex.org/W2116957897","https://openalex.org/W2122558540","https://openalex.org/W2125802815","https://openalex.org/W2126592066","https://openalex.org/W2135423934","https://openalex.org/W2146713522","https://openalex.org/W2161637059","https://openalex.org/W2162397979","https://openalex.org/W2162635690","https://openalex.org/W2182722412","https://openalex.org/W4211007335","https://openalex.org/W4229880569","https://openalex.org/W4232430140","https://openalex.org/W4236065546","https://openalex.org/W4249749961","https://openalex.org/W4399547364","https://openalex.org/W6600822238","https://openalex.org/W6605768350","https://openalex.org/W6634201965","https://openalex.org/W6684116818"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W2081647779","https://openalex.org/W2761244844","https://openalex.org/W2044215346"],"abstract_inverted_index":{"Learning":[0],"from":[1,49,62,175],"data":[2,14,50],"is":[3,39,44,130],"a":[4,8,153],"process":[5],"to":[6,11,21,33,46,71,104],"construct":[7,47],"model":[9],"according":[10],"available":[12,32,103],"training":[13],"so":[15],"that":[16,163],"it":[17],"can":[18],"be":[19,166],"used":[20],"make":[22],"predictions":[23],"for":[24,135,173],"new":[25],"data.":[26,176],"Nowadays,":[27],"several":[28,98],"software":[29,157,171],"libraries":[30,158],"are":[31,102],"carry":[34],"out":[35],"this":[36,139],"task,":[37],"frbs":[38,81,164],"an":[40,131,169],"R":[41,127],"package":[42,151],"which":[43,129],"aimed":[45],"models":[48],"based":[51,55],"on":[52,146],"fuzzy":[53],"rule":[54],"systems":[56],"(FRBSs)":[57],"by":[58],"employing":[59],"learning":[60,79,174],"procedures":[61],"Computational":[63],"Intelligence":[64],"(e.g.,":[65,116],"neural":[66],"networks":[67],"and":[68,74,88,97,108,113,152],"genetic":[69],"algorithms)":[70],"tackle":[72],"classification":[73],"regression":[75],"problems.":[76],"For":[77],"the":[78,126,147,150],"process,":[80],"considers":[82],"well-known":[83],"methods,":[84,112],"such":[85],"as":[86,168],"Wang":[87],"Mendel's":[89],"technique,":[90],"ANFIS,":[91],"Hy-FIS,":[92],"DENFIS,":[93],"subtractive":[94],"clustering,":[95],"SLAVE,":[96],"others.":[99],"Many":[100],"options":[101],"perform":[105],"conjunction,":[106],"disjunction,":[107],"implication":[109],"operators,":[110],"defuzzification":[111],"membership":[114],"functions":[115],"triangle,":[117],"trapezoid,":[118],"Gaussian,":[119],"etc).":[120],"It":[121],"has":[122],"been":[123],"developed":[124],"in":[125],"language":[128],"open-source":[132],"analysis":[133],"environment":[134],"scientific":[136],"computing.":[137],"In":[138],"paper,":[140],"we":[141],"also":[142],"provide":[143],"some":[144],"examples":[145],"usage":[148],"of":[149],"comparison":[154],"with":[155],"other":[156],"implementing":[159],"FRBSs.":[160],"We":[161],"conclude":[162],"should":[165],"considered":[167],"alternative":[170],"library":[172]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":5},{"year":2015,"cited_by_count":6}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}