{"id":"https://openalex.org/W2144914120","doi":"https://doi.org/10.1007/978-3-540-72523-7_49","title":"An Ensemble Approach for Incremental Learning in Nonstationary Environments","display_name":"An Ensemble Approach for Incremental Learning in Nonstationary Environments","publication_year":2007,"publication_date":"2007-06-21","ids":{"openalex":"https://openalex.org/W2144914120","doi":"https://doi.org/10.1007/978-3-540-72523-7_49","mag":"2144914120"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-540-72523-7_49","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-72523-7_49","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5056158563","display_name":"Michael D. Muhlbaier","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]},{"id":"https://openalex.org/I44265643","display_name":"Rowan University","ror":"https://ror.org/049v69k10","country_code":"US","type":"education","lineage":["https://openalex.org/I44265643"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michael D. Muhlbaier","raw_affiliation_strings":["Signal Processing and Pattern Recognition Laboratory, Electrical and Computer Engineering, Rowan University, Glassboro, NJ 08028, USA","Signal Processing and Pattern Recognition Laboratory Electrical and Computer Engineering, Rowan University, Glassboro, NJ#TAB#"],"affiliations":[{"raw_affiliation_string":"Signal Processing and Pattern Recognition Laboratory, Electrical and Computer Engineering, Rowan University, Glassboro, NJ 08028, USA","institution_ids":["https://openalex.org/I44265643","https://openalex.org/I4210121626"]},{"raw_affiliation_string":"Signal Processing and Pattern Recognition Laboratory Electrical and Computer Engineering, Rowan University, Glassboro, NJ#TAB#","institution_ids":["https://openalex.org/I44265643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025314990","display_name":"Robi Polikar","orcid":"https://orcid.org/0000-0002-2739-4228"},"institutions":[{"id":"https://openalex.org/I4210121626","display_name":"Signal Processing (United States)","ror":"https://ror.org/021gzyw51","country_code":"US","type":"company","lineage":["https://openalex.org/I4210121626"]},{"id":"https://openalex.org/I44265643","display_name":"Rowan University","ror":"https://ror.org/049v69k10","country_code":"US","type":"education","lineage":["https://openalex.org/I44265643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robi Polikar","raw_affiliation_strings":["Signal Processing and Pattern Recognition Laboratory, Electrical and Computer Engineering, Rowan University, Glassboro, NJ 08028, USA","Signal Processing and Pattern Recognition Laboratory Electrical and Computer Engineering, Rowan University, Glassboro, NJ#TAB#"],"affiliations":[{"raw_affiliation_string":"Signal Processing and Pattern Recognition Laboratory, Electrical and Computer Engineering, Rowan University, Glassboro, NJ 08028, USA","institution_ids":["https://openalex.org/I44265643","https://openalex.org/I4210121626"]},{"raw_affiliation_string":"Signal Processing and Pattern Recognition Laboratory Electrical and Computer Engineering, Rowan University, Glassboro, NJ#TAB#","institution_ids":["https://openalex.org/I44265643"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5056158563"],"corresponding_institution_ids":["https://openalex.org/I4210121626","https://openalex.org/I44265643"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.7435,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":{"value":0.92055485,"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":"490","last_page":"500"},"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":0.991599977016449,"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":0.9843000173568726,"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/computer-science","display_name":"Computer science","score":0.7422046661376953},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.7098895907402039},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6474562883377075},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.598286509513855},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5939618945121765},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5614484548568726},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.5487924814224243},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5266104936599731},{"id":"https://openalex.org/keywords/snapshot","display_name":"Snapshot (computer storage)","score":0.4819871783256531},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental learning","score":0.47120827436447144},{"id":"https://openalex.org/keywords/majority-rule","display_name":"Majority rule","score":0.45382723212242126},{"id":"https://openalex.org/keywords/forgetting","display_name":"Forgetting","score":0.437578946352005},{"id":"https://openalex.org/keywords/weighted-voting","display_name":"Weighted voting","score":0.420693039894104},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.333121120929718},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3211709260940552},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.08311739563941956}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7422046661376953},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.7098895907402039},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6474562883377075},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.598286509513855},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5939618945121765},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5614484548568726},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.5487924814224243},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5266104936599731},{"id":"https://openalex.org/C55282118","wikidata":"https://www.wikidata.org/wiki/Q252683","display_name":"Snapshot (computer storage)","level":2,"score":0.4819871783256531},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.47120827436447144},{"id":"https://openalex.org/C153668964","wikidata":"https://www.wikidata.org/wiki/Q27636","display_name":"Majority rule","level":2,"score":0.45382723212242126},{"id":"https://openalex.org/C7149132","wikidata":"https://www.wikidata.org/wiki/Q1377840","display_name":"Forgetting","level":2,"score":0.437578946352005},{"id":"https://openalex.org/C132778050","wikidata":"https://www.wikidata.org/wiki/Q2065430","display_name":"Weighted voting","level":4,"score":0.420693039894104},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.333121120929718},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3211709260940552},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.08311739563941956},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-540-72523-7_49","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-540-72523-7_49","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.83.946","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.83.946","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://users.rowan.edu/~polikar/RESEARCH/PUBLICATIONS/mcs07b.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W13338109","https://openalex.org/W1481151770","https://openalex.org/W1506455642","https://openalex.org/W1536228795","https://openalex.org/W1585854823","https://openalex.org/W1973991804","https://openalex.org/W1990079212","https://openalex.org/W1993430291","https://openalex.org/W1999038366","https://openalex.org/W1999589609","https://openalex.org/W2004963814","https://openalex.org/W2011911693","https://openalex.org/W2022775778","https://openalex.org/W2087058951","https://openalex.org/W2090549337","https://openalex.org/W2103753221","https://openalex.org/W2130088565","https://openalex.org/W2140542189","https://openalex.org/W2155714768","https://openalex.org/W2180049285","https://openalex.org/W2487701457","https://openalex.org/W2561675875","https://openalex.org/W2940680131"],"related_works":["https://openalex.org/W2740428142","https://openalex.org/W3091433184","https://openalex.org/W2096510549","https://openalex.org/W1970576127","https://openalex.org/W4312560343","https://openalex.org/W4281623741","https://openalex.org/W3183760922","https://openalex.org/W3117784210","https://openalex.org/W2117528262","https://openalex.org/W2111524978"],"abstract_inverted_index":null,"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":8},{"year":2013,"cited_by_count":3},{"year":2012,"cited_by_count":5}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
