{"id":"https://openalex.org/W2099302642","doi":"https://doi.org/10.1007/s10618-010-0201-y","title":"Learning model trees from evolving data streams","display_name":"Learning model trees from evolving data streams","publication_year":2010,"publication_date":"2010-10-14","ids":{"openalex":"https://openalex.org/W2099302642","doi":"https://doi.org/10.1007/s10618-010-0201-y","mag":"2099302642"},"language":"en","primary_location":{"id":"doi:10.1007/s10618-010-0201-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10618-010-0201-y","pdf_url":null,"source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://repositorio.inesctec.pt/handle/123456789/2929","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044993488","display_name":"Elena Ikonomovska","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"]},{"id":"https://openalex.org/I76245029","display_name":"Ss. Cyril and Methodius University in Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK","SI"],"is_corresponding":false,"raw_author_name":"Elena Ikonomovska","raw_affiliation_strings":["Faculty of Electrical Engineering and Information Technologies, Ss. Cyril and Methodius University, Karpos II bb, 1000, Skopje, Macedonia","Jo\u017eef Stefan Institute, Jamova cesta 39, 1000, Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Information Technologies, Ss. Cyril and Methodius University, Karpos II bb, 1000, Skopje, Macedonia","institution_ids":["https://openalex.org/I76245029"]},{"raw_affiliation_string":"Jo\u017eef Stefan Institute, Jamova cesta 39, 1000, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114376321","display_name":"Jo\u00e3o Gama","orcid":"https://orcid.org/0000-0003-3357-1195"},"institutions":[{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]},{"id":"https://openalex.org/I4210125590","display_name":"Institute for Systems Engineering and Computers","ror":"https://ror.org/033wn8m60","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Gama","raw_affiliation_strings":["Faculty of Economics, University of Porto, Rua Roberto Frias, 4200, Porto, Portugal","LIAAD/INESC, University of Porto, Rua de Ceuta, 118-6, 4050-190, Porto, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Economics, University of Porto, Rua Roberto Frias, 4200, Porto, Portugal","institution_ids":["https://openalex.org/I182534213"]},{"raw_affiliation_string":"LIAAD/INESC, University of Porto, Rua de Ceuta, 118-6, 4050-190, Porto, Portugal","institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210125590"]}]},{"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/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":"Sa\u0161o D\u017eeroski","raw_affiliation_strings":["Jo\u017eef Stefan Institute, Jamova cesta 39, 1000, Ljubljana, Slovenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jo\u017eef Stefan Institute, Jamova cesta 39, 1000, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":15.8489,"has_fulltext":false,"cited_by_count":298,"citation_normalized_percentile":{"value":0.99097786,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"23","issue":"1","first_page":"128","last_page":"168"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9864000082015991,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9768999814987183,"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":0.7974625825881958},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.7668266296386719},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.7445119619369507},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.6549959778785706},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5834680795669556},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5590037107467651},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5326762795448303},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5251309871673584},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5068705677986145},{"id":"https://openalex.org/keywords/tree-structure","display_name":"Tree structure","score":0.49361884593963623},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4907706677913666},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.46340322494506836},{"id":"https://openalex.org/keywords/id3-algorithm","display_name":"ID3 algorithm","score":0.45673868060112},{"id":"https://openalex.org/keywords/time-complexity","display_name":"Time complexity","score":0.41102200746536255},{"id":"https://openalex.org/keywords/decision-tree-learning","display_name":"Decision tree learning","score":0.348893404006958},{"id":"https://openalex.org/keywords/incremental-decision-tree","display_name":"Incremental decision tree","score":0.31779253482818604},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.22164422273635864},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.112874835729599},{"id":"https://openalex.org/keywords/binary-tree","display_name":"Binary tree","score":0.09408462047576904}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7974625825881958},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.7668266296386719},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.7445119619369507},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.6549959778785706},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5834680795669556},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5590037107467651},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5326762795448303},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5251309871673584},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5068705677986145},{"id":"https://openalex.org/C163797641","wikidata":"https://www.wikidata.org/wiki/Q2067937","display_name":"Tree structure","level":3,"score":0.49361884593963623},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4907706677913666},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.46340322494506836},{"id":"https://openalex.org/C183931066","wikidata":"https://www.wikidata.org/wiki/Q1653378","display_name":"ID3 algorithm","level":5,"score":0.45673868060112},{"id":"https://openalex.org/C311688","wikidata":"https://www.wikidata.org/wiki/Q2393193","display_name":"Time complexity","level":2,"score":0.41102200746536255},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.348893404006958},{"id":"https://openalex.org/C10229987","wikidata":"https://www.wikidata.org/wiki/Q17083028","display_name":"Incremental decision tree","level":4,"score":0.31779253482818604},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.22164422273635864},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.112874835729599},{"id":"https://openalex.org/C197855036","wikidata":"https://www.wikidata.org/wiki/Q380172","display_name":"Binary tree","level":2,"score":0.09408462047576904},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10618-010-0201-y","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10618-010-0201-y","pdf_url":null,"source":{"id":"https://openalex.org/S121920818","display_name":"Data Mining and Knowledge Discovery","issn_l":"1384-5810","issn":["1384-5810","1573-756X"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Mining and Knowledge Discovery","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.inesctec.pt:123456789/2929","is_oa":true,"landing_page_url":"http://repositorio.inesctec.pt/handle/123456789/2929","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"","raw_type":"journal article"}],"best_oa_location":{"id":"pmh:oai:repositorio.inesctec.pt:123456789/2929","is_oa":true,"landing_page_url":"http://repositorio.inesctec.pt/handle/123456789/2929","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"","raw_type":"journal article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W13686424","https://openalex.org/W41415572","https://openalex.org/W42215894","https://openalex.org/W64908097","https://openalex.org/W148291325","https://openalex.org/W182248535","https://openalex.org/W1503303035","https://openalex.org/W1512751656","https://openalex.org/W1557744248","https://openalex.org/W1563234575","https://openalex.org/W1575097427","https://openalex.org/W1581741702","https://openalex.org/W1594031697","https://openalex.org/W1631295847","https://openalex.org/W1834088915","https://openalex.org/W1856012183","https://openalex.org/W1907380269","https://openalex.org/W1962414156","https://openalex.org/W1990990210","https://openalex.org/W2010657328","https://openalex.org/W2018127993","https://openalex.org/W2022775778","https://openalex.org/W2025518599","https://openalex.org/W2044535354","https://openalex.org/W2066442872","https://openalex.org/W2067885219","https://openalex.org/W2068714596","https://openalex.org/W2069816994","https://openalex.org/W2073939915","https://openalex.org/W2076118331","https://openalex.org/W2084689094","https://openalex.org/W2084812512","https://openalex.org/W2086364952","https://openalex.org/W2102201073","https://openalex.org/W2103012681","https://openalex.org/W2117112756","https://openalex.org/W2120587290","https://openalex.org/W2121193323","https://openalex.org/W2140164381","https://openalex.org/W2144782722","https://openalex.org/W2153610999","https://openalex.org/W2167845177","https://openalex.org/W2171124597","https://openalex.org/W2325067522","https://openalex.org/W2610419677","https://openalex.org/W2796293253","https://openalex.org/W2982720039","https://openalex.org/W3085162807","https://openalex.org/W4238472918","https://openalex.org/W4255466416","https://openalex.org/W4297957988"],"related_works":["https://openalex.org/W2811372817","https://openalex.org/W2030894524","https://openalex.org/W2120748120","https://openalex.org/W1648970942","https://openalex.org/W2188355725","https://openalex.org/W2291804258","https://openalex.org/W2545418239","https://openalex.org/W3004909479","https://openalex.org/W2802270809","https://openalex.org/W2143508752"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":33},{"year":2019,"cited_by_count":33},{"year":2018,"cited_by_count":15},{"year":2017,"cited_by_count":24},{"year":2016,"cited_by_count":21},{"year":2015,"cited_by_count":16},{"year":2014,"cited_by_count":21},{"year":2013,"cited_by_count":15},{"year":2012,"cited_by_count":10}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2016-06-24T00:00:00"}