{"id":"https://openalex.org/W1970894001","doi":"https://doi.org/10.1109/cec.2012.6256637","title":"Never-ending learning principles in gene ontology classification using genetic algorithms","display_name":"Never-ending learning principles in gene ontology classification using genetic algorithms","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W1970894001","doi":"https://doi.org/10.1109/cec.2012.6256637","mag":"1970894001"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2012.6256637","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2012.6256637","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Congress on Evolutionary Computation","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/A5008274219","display_name":"Laurence Rodrigues do Amaral","orcid":"https://orcid.org/0000-0003-4681-5451"},"institutions":[{"id":"https://openalex.org/I80850581","display_name":"Universidade Federal de Uberl\u00e2ndia","ror":"https://ror.org/04x3wvr31","country_code":"BR","type":"education","lineage":["https://openalex.org/I80850581"]},{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Laurence Rodrigues do Amaral","raw_affiliation_strings":["Department of Computer Sciences, Federal University of Sao Carlos, Sao Carlos, Brazil","Department of Computer Sciences, Federal University of Uberlandia (UFU), Sao Carlos, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computer Sciences, Federal University of Sao Carlos, Sao Carlos, Brazil","institution_ids":["https://openalex.org/I177909021"]},{"raw_affiliation_string":"Department of Computer Sciences, Federal University of Uberlandia (UFU), Sao Carlos, Brazil","institution_ids":["https://openalex.org/I80850581"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056213327","display_name":"Estevam Hruschka","orcid":"https://orcid.org/0000-0003-1499-2808"},"institutions":[{"id":"https://openalex.org/I177909021","display_name":"Universidade Federal de S\u00e3o Carlos","ror":"https://ror.org/00qdc6m37","country_code":"BR","type":"education","lineage":["https://openalex.org/I177909021"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Estevam Rafael Hruschka Junior","raw_affiliation_strings":["Department of Computer Sciences, Federal University of Sao Carlos (UFSCar), Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computer Sciences, Federal University of Sao Carlos (UFSCar), Brazil","institution_ids":["https://openalex.org/I177909021"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5008274219"],"corresponding_institution_ids":["https://openalex.org/I177909021","https://openalex.org/I80850581"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.06402741,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"3","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9951000213623047,"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":0.9951000213623047,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10885","display_name":"Gene expression and cancer classification","score":0.9750000238418579,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/interpretability","display_name":"Interpretability","score":0.8628185987472534},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7522982954978943},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5886138677597046},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5803541541099548},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5765906572341919},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.5524319410324097},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5181585550308228},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5085443258285522},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4857812225818634},{"id":"https://openalex.org/keywords/biological-data","display_name":"Biological data","score":0.4583112895488739},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4379657506942749},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.4259631633758545},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.415654718875885},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4132528305053711},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.10977107286453247},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1067960262298584}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8628185987472534},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7522982954978943},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5886138677597046},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5803541541099548},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5765906572341919},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.5524319410324097},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5181585550308228},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5085443258285522},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4857812225818634},{"id":"https://openalex.org/C201797286","wikidata":"https://www.wikidata.org/wiki/Q4914986","display_name":"Biological data","level":2,"score":0.4583112895488739},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4379657506942749},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.4259631633758545},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.415654718875885},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4132528305053711},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.10977107286453247},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1067960262298584},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2012.6256637","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2012.6256637","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Congress on Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6000000238418579}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320322980","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de Minas Gerais","ror":"https://ror.org/00nc55f03"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W196925868","https://openalex.org/W201450371","https://openalex.org/W1512387364","https://openalex.org/W1527282796","https://openalex.org/W1532535188","https://openalex.org/W1566376227","https://openalex.org/W1576818901","https://openalex.org/W1589993665","https://openalex.org/W1598608082","https://openalex.org/W1944825477","https://openalex.org/W2026480276","https://openalex.org/W2031672225","https://openalex.org/W2036677213","https://openalex.org/W2048679005","https://openalex.org/W2056400929","https://openalex.org/W2083166183","https://openalex.org/W2091987633","https://openalex.org/W2103017472","https://openalex.org/W2109518982","https://openalex.org/W2122790238","https://openalex.org/W2125055259","https://openalex.org/W2132166479","https://openalex.org/W2132655161","https://openalex.org/W2134868174","https://openalex.org/W2143874137","https://openalex.org/W3023540311","https://openalex.org/W4212945245","https://openalex.org/W6607979733","https://openalex.org/W6608134988","https://openalex.org/W6630579473","https://openalex.org/W6631701167","https://openalex.org/W6635560907","https://openalex.org/W6680262499"],"related_works":["https://openalex.org/W4293151273","https://openalex.org/W2357854711","https://openalex.org/W372138008","https://openalex.org/W4243448361","https://openalex.org/W2051700896","https://openalex.org/W1552255772","https://openalex.org/W2111524952","https://openalex.org/W2054759342","https://openalex.org/W4234690372","https://openalex.org/W4239551281"],"abstract_inverted_index":{"A":[0],"number":[1],"of":[2,66,75,149,180,187],"different":[3,11],"computational":[4],"approaches":[5],"have":[6,25],"been":[7],"applied":[8],"in":[9,95,200],"many":[10],"biology":[12],"application":[13,106],"domains.":[14],"When":[15],"such":[16,163],"tools":[17],"are":[18,191],"based":[19,44],"on":[20,45,121],"conventional":[21],"computation":[22],"techniques,":[23],"they":[24],"shown":[26],"limitations":[27],"to":[28,56,71,89,206],"approach":[29,69,128],"complex":[30],"biological":[31,61,83,97],"problems.":[32],"In":[33],"the":[34,67,73,91,96,105,122,125,142,170,178,201,207],"present":[35,94],"study,":[36],"a":[37,54,82,114,184],"genetic":[38],"algorithm":[39],"(named":[40],"GANEL)":[41],"that":[42,141,154],"is":[43,51,70,145],"some":[46],"Never-Ending":[47],"Learning":[48],"(NEL)":[49],"principles,":[50],"proposed":[52,68,126,143,199],"as":[53,108,113,164],"tool":[55],"extract":[57],"classification":[58,115,123],"rules":[59,80],"from":[60],"datasets.":[62],"The":[63,137],"main":[64],"goal":[65],"allow":[72],"discovery":[74],"concise,":[76],"yet":[77],"accurate,":[78],"high-level":[79,152],"(from":[81],"database)":[84],"which":[85,203],"can":[86],"be":[87,111,157],"used":[88,112],"describe":[90],"stronger":[92],"patterns":[93],"data,":[98],"revealing":[99],"concise":[100],"and":[101,135,147,169],"relevant":[102],"information":[103],"about":[104],"domain,":[107],"well":[109],"as,":[110],"system.":[116],"More":[117],"than":[118,193],"focusing":[119],"only":[120],"accuracy,":[124],"GANEL":[127,144,181],"aims":[129],"at":[130],"balancing":[131],"prediction":[132],"precision,":[133],"interpretability":[134],"comprehensibility.":[136],"obtained":[138],"results":[139,182],"show":[140],"promising":[146],"capable":[148],"extracting":[150],"useful":[151],"knowledge":[153],"could":[155],"not":[156],"extracted":[158],"by":[159],"traditional":[160],"classifications":[161],"methods":[162],"Decision":[165],"Trees,":[166],"One":[167],"R":[168],"Single":[171],"Conjunctive":[172],"Rule":[173],"Learner,":[174],"among":[175],"others.":[176],"Moreover,":[177],"accuracy":[179],"(using":[183],"small":[185],"set":[186],"attributes":[188],"per":[189],"class)":[190],"better":[192],"Computational":[194],"Evolutionary":[195],"Environment":[196],"(CEE)":[197],"(previously":[198],"literature)":[202],"was":[204],"designed":[205],"same":[208],"problem":[209],"domain.":[210]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
