{"id":"https://openalex.org/W2141802788","doi":"https://doi.org/10.3217/jucs-011-08-1426","title":"Incremental Rule Learning and Border Examples Selection from Numerical Data Streams","display_name":"Incremental Rule Learning and Border Examples Selection from Numerical Data Streams","publication_year":2020,"publication_date":"2020-04-07","ids":{"openalex":"https://openalex.org/W2141802788","doi":"https://doi.org/10.3217/jucs-011-08-1426","mag":"2141802788"},"language":"en","primary_location":{"id":"pmh:oai:dnet:idus________::d2a42849d0b530f64f88d7167650fe08","is_oa":true,"landing_page_url":"https://idus.us.es/handle/11441/43230","pdf_url":"https://idus.us.es/handle/11441/43230","source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://idus.us.es/handle/11441/43230","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057043025","display_name":"Francisco J. Ferrer-Troyano","orcid":"https://orcid.org/0000-0003-2448-2940"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Francisco J. Ferrer-Troyano","raw_affiliation_strings":["University of Seville ,"],"affiliations":[{"raw_affiliation_string":"University of Seville ,","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049817649","display_name":"Jes\u00fas S. Aguilar\u2013Ruiz","orcid":"https://orcid.org/0000-0002-2666-293X"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jes\u00fas S. Aguilar-Ruiz","raw_affiliation_strings":["University of Seville ,"],"affiliations":[{"raw_affiliation_string":"University of Seville ,","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036001529","display_name":"Jos\u00e9 C. Riquelme","orcid":"https://orcid.org/0000-0002-8243-2186"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 C. Riquelme","raw_affiliation_strings":["University of Seville ,"],"affiliations":[{"raw_affiliation_string":"University of Seville ,","institution_ids":["https://openalex.org/I79238269"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5057043025"],"corresponding_institution_ids":["https://openalex.org/I79238269"],"apc_list":null,"apc_paid":null,"fwci":0.4114,"has_fulltext":true,"cited_by_count":41,"citation_normalized_percentile":{"value":0.67748665,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9998999834060669,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9998999834060669,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9961000084877014,"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":0.9948999881744385,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/streams","display_name":"STREAMS","score":0.707329273223877},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6024129390716553},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5796339511871338},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.5202973484992981},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38903868198394775},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3767727017402649},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3474983870983124}],"concepts":[{"id":"https://openalex.org/C42090638","wikidata":"https://www.wikidata.org/wiki/Q4048907","display_name":"STREAMS","level":2,"score":0.707329273223877},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6024129390716553},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5796339511871338},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.5202973484992981},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38903868198394775},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3767727017402649},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3474983870983124},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:dnet:idus________::d2a42849d0b530f64f88d7167650fe08","is_oa":true,"landing_page_url":"https://idus.us.es/handle/11441/43230","pdf_url":"https://idus.us.es/handle/11441/43230","source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:zenodo.org:6996835","is_oa":true,"landing_page_url":"https://zenodo.org/record/6996835","pdf_url":"https://zenodo.org/record/6996835","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"JUCS - Journal of Universal Computer Science 11((8)) 1426-1439","raw_type":"info:eu-repo/semantics/article"},{"id":"doi:10.3217/jucs-011-08-1426","is_oa":true,"landing_page_url":"https://doi.org/10.3217/jucs-011-08-1426","pdf_url":null,"source":{"id":"https://openalex.org/S4306400660","display_name":"TUGraz OPEN Library (Graz University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4092182","host_organization_name":"Graz University of Technology","host_organization_lineage":["https://openalex.org/I4092182"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:dnet:idus________::d2a42849d0b530f64f88d7167650fe08","is_oa":true,"landing_page_url":"https://idus.us.es/handle/11441/43230","pdf_url":"https://idus.us.es/handle/11441/43230","source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.800000011920929,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2141802788.pdf","grobid_xml":"https://content.openalex.org/works/W2141802788.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1483135265","https://openalex.org/W1557987543","https://openalex.org/W1593041439","https://openalex.org/W1636521571","https://openalex.org/W1637435380","https://openalex.org/W1858844946","https://openalex.org/W1990079212","https://openalex.org/W1990990210","https://openalex.org/W1999038366","https://openalex.org/W2004963814","https://openalex.org/W2009727399","https://openalex.org/W2010657328","https://openalex.org/W2022775778","https://openalex.org/W2026751541","https://openalex.org/W2069816994","https://openalex.org/W2078382802","https://openalex.org/W2093825590","https://openalex.org/W2110222014","https://openalex.org/W2132851185","https://openalex.org/W2133088989"],"related_works":["https://openalex.org/W4288026155","https://openalex.org/W807005383","https://openalex.org/W2182399080","https://openalex.org/W1494355008","https://openalex.org/W1501624740","https://openalex.org/W1984941792","https://openalex.org/W2369440580","https://openalex.org/W2109863941","https://openalex.org/W2106570241","https://openalex.org/W3144654663"],"abstract_inverted_index":{"Mining":[0],"data":[1],"streams":[2],"is":[3],"a":[4,19,81],"challenging":[5],"task":[6],"that":[7,26,73],"requires":[8],"online":[9],"systems":[10],"based":[11,22],"on":[12,23],"incremental":[13],"learning":[14],"approaches.":[15],"This":[16],"paper":[17],"describes":[18],"classification":[20],"system":[21,66],"decision":[24],"rules":[25,44,53],"may":[27],"store":[28],"up-to-date":[29],"border":[30],"examples":[31,48,77],"to":[32],"avoid":[33],"unnecessary":[34],"revisions":[35],"when":[36,83],"virtual":[37],"drifts":[38],"are":[39,78,85],"present":[40],"in":[41],"data.":[42],"Consistent":[43],"classify":[45,54],"new":[46],"test":[47],"by":[49,56],"covering":[50],"and":[51,75],"inconsistent":[52],"them":[55],"distance":[57],"as":[58],"the":[59,65],"nearest":[60],"neighbour":[61],"algorithm.":[62],"In":[63],"addition,":[64],"provides":[67],"an":[68],"implicit":[69],"forgetting":[70],"heuristic":[71],"so":[72],"positive":[74],"negative":[76],"removed":[79],"from":[80],"rule":[82],"they":[84],"not":[86],"near":[87],"one":[88],"another.":[89]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":3}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2016-06-24T00:00:00"}
