{"id":"https://openalex.org/W3025829329","doi":"https://doi.org/10.1109/ijcnn48605.2020.9207555","title":"Adaptive XGBoost for Evolving Data Streams","display_name":"Adaptive XGBoost for Evolving Data Streams","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3025829329","doi":"https://doi.org/10.1109/ijcnn48605.2020.9207555","mag":"3025829329"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn48605.2020.9207555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9207555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2005.07353","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042593186","display_name":"Jacob Montiel","orcid":"https://orcid.org/0000-0003-2245-0718"},"institutions":[{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Jacob Montiel","raw_affiliation_strings":["Department of Computer Science, University of Waikato, Hamilton, New Zealand","University of Waikato Dept of Computer Science Hamilton, New Zealand"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Waikato, Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]},{"raw_affiliation_string":"University of Waikato Dept of Computer Science Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012569786","display_name":"Rory Mitchell","orcid":"https://orcid.org/0000-0003-2892-1082"},"institutions":[{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Rory Mitchell","raw_affiliation_strings":["Department of Computer Science, University of Waikato, Hamilton, New Zealand","University of Waikato Dept of Computer Science Hamilton, New Zealand"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Waikato, Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]},{"raw_affiliation_string":"University of Waikato Dept of Computer Science Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059992863","display_name":"Eibe Frank","orcid":"https://orcid.org/0000-0001-6152-7111"},"institutions":[{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Eibe Frank","raw_affiliation_strings":["Department of Computer Science, University of Waikato, Hamilton, New Zealand","University of Waikato Dept of Computer Science Hamilton, New Zealand"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Waikato, Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]},{"raw_affiliation_string":"University of Waikato Dept of Computer Science Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087785022","display_name":"Bernhard Pfahringer","orcid":"https://orcid.org/0000-0002-3732-5787"},"institutions":[{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Bernhard Pfahringer","raw_affiliation_strings":["Department of Computer Science, University of Waikato, Hamilton, New Zealand","University of Waikato Dept of Computer Science Hamilton, New Zealand"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Waikato, Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]},{"raw_affiliation_string":"University of Waikato Dept of Computer Science Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035427105","display_name":"Talel Abdessalem","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165912","display_name":"Laboratoire Traitement et Communication de l\u2019Information","ror":"https://ror.org/057er4c39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4210165912"]},{"id":"https://openalex.org/I12356871","display_name":"T\u00e9l\u00e9com Paris","ror":"https://ror.org/01naq7912","country_code":"FR","type":"education","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Talel Abdessalem","raw_affiliation_strings":["LTCI, T\u00e9l\u00e9com ParisTech, Institut Polytechnique de Paris, Paris, France","Institut Polytechnique de Paris,LTCI, T\u00e9l\u00e9com ParisTech,Paris,France"],"affiliations":[{"raw_affiliation_string":"LTCI, T\u00e9l\u00e9com ParisTech, Institut Polytechnique de Paris, Paris, France","institution_ids":["https://openalex.org/I4210165912"]},{"raw_affiliation_string":"Institut Polytechnique de Paris,LTCI, T\u00e9l\u00e9com ParisTech,Paris,France","institution_ids":["https://openalex.org/I4210165912","https://openalex.org/I12356871"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080970505","display_name":"Albert Bifet","orcid":"https://orcid.org/0000-0002-8339-7773"},"institutions":[{"id":"https://openalex.org/I4210165912","display_name":"Laboratoire Traitement et Communication de l\u2019Information","ror":"https://ror.org/057er4c39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I12356871","https://openalex.org/I205703379","https://openalex.org/I4210145102","https://openalex.org/I4210165912"]},{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["FR","NZ"],"is_corresponding":false,"raw_author_name":"Albert Bifet","raw_affiliation_strings":["Department of Computer Science, University of Waikato, Hamilton, New Zealand","LTCI, T\u00e9l\u00e9com ParisTech, Institut Polytechnique de Paris, Paris, France","University of Waikato Dept of Computer Science Hamilton, New Zealand"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Waikato, Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]},{"raw_affiliation_string":"LTCI, T\u00e9l\u00e9com ParisTech, Institut Polytechnique de Paris, Paris, France","institution_ids":["https://openalex.org/I4210165912"]},{"raw_affiliation_string":"University of Waikato Dept of Computer Science Hamilton, New Zealand","institution_ids":["https://openalex.org/I52179390"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5042593186"],"corresponding_institution_ids":["https://openalex.org/I52179390"],"apc_list":null,"apc_paid":null,"fwci":0.1372,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.53658875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":1.0,"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":1.0,"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":0.9686999917030334,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9656000137329102,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.93626868724823},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7351162433624268},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7304025888442993},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.710289478302002},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.662463903427124},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.5858139991760254},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5340391993522644},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5159381031990051},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5074970126152039},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4747729003429413},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4648641049861908},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.4309060871601105}],"concepts":[{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.93626868724823},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7351162433624268},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7304025888442993},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.710289478302002},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.662463903427124},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.5858139991760254},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5340391993522644},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5159381031990051},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5074970126152039},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4747729003429413},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4648641049861908},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.4309060871601105},{"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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1109/ijcnn48605.2020.9207555","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9207555","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2005.07353","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.07353","pdf_url":"https://arxiv.org/pdf/2005.07353","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:researchcommons.waikato.ac.nz:10289/14004","is_oa":true,"landing_page_url":"https://hdl.handle.net/10289/14004","pdf_url":"https://hdl.handle.net/10289/14004","source":{"id":"https://openalex.org/S4306400944","display_name":"Research Commons (University of Waikato)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52179390","host_organization_name":"University of Waikato","host_organization_lineage":["https://openalex.org/I52179390"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IJCNN 2020","raw_type":"Conference Contribution"},{"id":"mag:3025829329","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2005.07353.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:HAL:hal-04468446v1","is_oa":false,"landing_page_url":"https://hal.science/hal-04468446","pdf_url":null,"source":{"id":"https://openalex.org/S4406922461","display_name":"SPIRE - Sciences Po Institutional REpository","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2020 International Joint Conference on Neural Networks, IJCNN 2020, Glasgow, United Kingdom, July 19-24, 2020, Jul 2020, Glasgow, United Kingdom. pp.1--8, &#x27E8;10.1109/IJCNN48605.2020.9207555&#x27E9;","raw_type":"Conference papers"},{"id":"doi:10.48550/arxiv.2005.07353","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2005.07353","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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:arXiv.org:2005.07353","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2005.07353","pdf_url":"https://arxiv.org/pdf/2005.07353","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W34738725","https://openalex.org/W1529840045","https://openalex.org/W1549846429","https://openalex.org/W1565746575","https://openalex.org/W1588100052","https://openalex.org/W1988790447","https://openalex.org/W1990079212","https://openalex.org/W2009727399","https://openalex.org/W2010657328","https://openalex.org/W2032196926","https://openalex.org/W2103753221","https://openalex.org/W2134125037","https://openalex.org/W2135335717","https://openalex.org/W2143991132","https://openalex.org/W2166381300","https://openalex.org/W2169284845","https://openalex.org/W2170936641","https://openalex.org/W2295598076","https://openalex.org/W2585508806","https://openalex.org/W2626498001","https://openalex.org/W2796293253","https://openalex.org/W2847284300","https://openalex.org/W2912934387","https://openalex.org/W3102476541","https://openalex.org/W4212883601","https://openalex.org/W4235130247","https://openalex.org/W6679969927","https://openalex.org/W6680192438","https://openalex.org/W6732799044","https://openalex.org/W6752866118"],"related_works":["https://openalex.org/W2810042180","https://openalex.org/W3127654040","https://openalex.org/W2978594412","https://openalex.org/W3108897387","https://openalex.org/W2402554508","https://openalex.org/W1430805313","https://openalex.org/W2531471036","https://openalex.org/W2016159616","https://openalex.org/W3008404034","https://openalex.org/W2032432384","https://openalex.org/W1987429824","https://openalex.org/W1978160150","https://openalex.org/W2073518255","https://openalex.org/W2360457760","https://openalex.org/W3038057936","https://openalex.org/W1422651010","https://openalex.org/W250393214","https://openalex.org/W2921938997","https://openalex.org/W1966626571","https://openalex.org/W2971941288"],"abstract_inverted_index":{"Boosting":[0,30],"is":[1,27,92,102,107],"an":[2,34],"ensemble":[3,25,78,90,106],"method":[4,26,72,139],"that":[5],"combines":[6],"base":[7],"models":[8],"in":[9,63],"a":[10,130],"sequential":[11],"manner":[12],"to":[13,112,128,132],"achieve":[14],"high":[15],"predictive":[16],"accuracy.":[17],"A":[18],"popular":[19],"learning":[20,95],"algorithm":[21],"based":[22],"on":[23,109,140],"this":[24,45,100],"eXtreme":[28],"Gradient":[29],"(XGB).":[31],"We":[32,119,136],"present":[33],"adaptation":[35],"of":[36,40,76,81,124],"XGB":[37],"for":[38,157],"classification":[39,155],"evolving":[41],"data":[42,48,82,85,111,144,158],"streams.":[43,159],"In":[44],"setting,":[46],"new":[47,74,84,110],"arrives":[49],"over":[50],"time":[51],"and":[52,58,142,148,153],"the":[53,56,59,64,77,105,116,122,134],"relationship":[54],"between":[55],"class":[57],"features":[60],"may":[61],"change":[62],"process,":[65],"thus":[66],"exhibiting":[67],"concept":[68,125,146],"drift.":[69],"The":[70,88],"proposed":[71],"creates":[73],"members":[75],"from":[79],"mini-batches":[80],"as":[83],"becomes":[86],"available.":[87],"maximum":[89],"size":[91,101],"fixed,":[93],"but":[94],"does":[96],"not":[97],"stop":[98],"when":[99],"reached":[103],"because":[104],"updated":[108],"ensure":[113],"consistency":[114],"with":[115,145],"current":[117],"concept.":[118],"also":[120],"explore":[121],"use":[123],"drift":[126,147],"detection":[127],"trigger":[129],"mechanism":[131],"update":[133],"ensemble.":[135],"test":[137],"our":[138],"real":[141],"synthetic":[143],"compare":[149],"it":[150],"against":[151],"batch-incremental":[152],"instance-incremental":[154],"methods":[156]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
