{"id":"https://openalex.org/W3160499573","doi":"https://doi.org/10.1142/s0219649221500271","title":"Burst Detection-Based Selective Classifier Resetting","display_name":"Burst Detection-Based Selective Classifier Resetting","publication_year":2021,"publication_date":"2021-04-23","ids":{"openalex":"https://openalex.org/W3160499573","doi":"https://doi.org/10.1142/s0219649221500271","mag":"3160499573"},"language":"en","primary_location":{"id":"doi:10.1142/s0219649221500271","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219649221500271","pdf_url":null,"source":{"id":"https://openalex.org/S30163770","display_name":"Journal of Information & Knowledge Management","issn_l":"0219-6492","issn":["0219-6492","1793-6926"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information &amp; Knowledge Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://rgu-repository.worktribe.com/output/1328791","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038634509","display_name":"Scott Wares","orcid":"https://orcid.org/0000-0001-6497-9906"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Scott Wares","raw_affiliation_strings":["Robert Gordon University, Sir Ian Wood Building Robert Gordon University, Garthdee Road, Aberdeen AB10 7GJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Robert Gordon University, Sir Ian Wood Building Robert Gordon University, Garthdee Road, Aberdeen AB10 7GJ, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078597532","display_name":"John P. Isaacs","orcid":"https://orcid.org/0000-0002-5340-5605"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"John Isaacs","raw_affiliation_strings":["Robert Gordon University, Sir Ian Wood Building Robert Gordon University, Garthdee Road, Aberdeen AB10 7GJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Robert Gordon University, Sir Ian Wood Building Robert Gordon University, Garthdee Road, Aberdeen AB10 7GJ, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040807448","display_name":"Eyad Elyan","orcid":"https://orcid.org/0000-0002-8342-9026"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Eyad Elyan","raw_affiliation_strings":["Robert Gordon University, Sir Ian Wood Building Robert Gordon University, Garthdee Road, Aberdeen AB10 7GJ, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Robert Gordon University, Sir Ian Wood Building Robert Gordon University, Garthdee Road, Aberdeen AB10 7GJ, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1365,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51699869,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"20","issue":"02","first_page":"2150027","last_page":"2150027"},"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":0.9812999963760376,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9753000140190125,"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/concept-drift","display_name":"Concept drift","score":0.8693059086799622},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.8428064584732056},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7219195365905762},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.6228615045547485},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.5793392658233643},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5512996315956116},{"id":"https://openalex.org/keywords/negation","display_name":"Negation","score":0.5471103191375732},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41395875811576843}],"concepts":[{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.8693059086799622},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.8428064584732056},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7219195365905762},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.6228615045547485},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.5793392658233643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5512996315956116},{"id":"https://openalex.org/C2185349","wikidata":"https://www.wikidata.org/wiki/Q190558","display_name":"Negation","level":2,"score":0.5471103191375732},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41395875811576843},{"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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1142/s0219649221500271","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0219649221500271","pdf_url":null,"source":{"id":"https://openalex.org/S30163770","display_name":"Journal of Information & Knowledge Management","issn_l":"0219-6492","issn":["0219-6492","1793-6926"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information &amp; Knowledge Management","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:wsi:jikmxx:v:20:y:2021:i:02:n:s0219649221500271","is_oa":false,"landing_page_url":"http://www.worldscientific.com/doi/abs/10.1142/S0219649221500271","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:rgu-repository.worktribe.com:1328791","is_oa":true,"landing_page_url":"https://rgu-repository.worktribe.com/output/1328791","pdf_url":null,"source":{"id":"https://openalex.org/S4306400814","display_name":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I522815984","host_organization_name":"Robert Gordon University","host_organization_lineage":["https://openalex.org/I522815984"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:rgu-repository.worktribe.com:1328791","is_oa":true,"landing_page_url":"https://rgu-repository.worktribe.com/output/1328791","pdf_url":null,"source":{"id":"https://openalex.org/S4306400814","display_name":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I522815984","host_organization_name":"Robert Gordon University","host_organization_lineage":["https://openalex.org/I522815984"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1585854823","https://openalex.org/W1731771962","https://openalex.org/W1918935791","https://openalex.org/W1972833205","https://openalex.org/W1990079212","https://openalex.org/W2009727399","https://openalex.org/W2015627422","https://openalex.org/W2051903196","https://openalex.org/W2054062641","https://openalex.org/W2068714596","https://openalex.org/W2102387656","https://openalex.org/W2110222014","https://openalex.org/W2117313178","https://openalex.org/W2127838378","https://openalex.org/W2135335717","https://openalex.org/W2143991132","https://openalex.org/W2434851943","https://openalex.org/W2619158163","https://openalex.org/W2623257591","https://openalex.org/W2747747656","https://openalex.org/W2765331456","https://openalex.org/W2767528836","https://openalex.org/W2769653144","https://openalex.org/W2794413384","https://openalex.org/W2887630692","https://openalex.org/W2964273393","https://openalex.org/W2980415170"],"related_works":["https://openalex.org/W2940903377","https://openalex.org/W3108897387","https://openalex.org/W4229924696","https://openalex.org/W4386121812","https://openalex.org/W4307392573","https://openalex.org/W2912132049","https://openalex.org/W2186919162","https://openalex.org/W2981673118","https://openalex.org/W4389000576","https://openalex.org/W2167825284"],"abstract_inverted_index":{"Concept":[0],"drift":[1,47,142,173,196],"detection":[2,174,197],"algorithms":[3],"have":[4],"historically":[5],"been":[6],"faithful":[7],"to":[8,40,80,121,146,152],"the":[9,15,30,66,114,137,147,156,165,180,183,191],"aged":[10],"architecture":[11],"of":[12,32,117,140,168,182,189,194],"forcefully":[13],"resetting":[14,58,157],"base":[16,67,98,125],"classifiers":[17,26],"for":[18,96,130],"each":[19],"detected":[20,131],"drift.":[21],"This":[22],"approach":[23],"prevents":[24],"underlying":[25],"becoming":[27],"outdated":[28],"as":[29],"distribution":[31],"a":[33,54,92,118,124,176],"data":[34,55,119],"stream":[35,120],"shifts":[36],"from":[37],"one":[38],"concept":[39,46,172],"another.":[41],"In":[42,89],"situations":[43],"where":[44],"both":[45],"and":[48,154],"temporal":[49,72,115,169],"dependence":[50,73,116,170],"are":[51],"present":[52,75],"within":[53],"stream,":[56],"forced":[57],"can":[59,76],"cause":[60,77],"complications":[61],"in":[62,84,113,144,179],"classifier":[63,68,78,99,126],"evaluation.":[64],"Resetting":[65,105],"too":[69],"frequently":[70],"when":[71,83],"is":[74,87,107,187],"performance":[79,139,181,193],"appear":[81],"successful,":[82],"fact":[85],"this":[86,90],"misleading.":[88],"research,":[91],"novel":[93],"architectural":[94],"method":[95],"determining":[97],"resets,":[100],"Burst":[101],"Detection-Based":[102],"Selective":[103],"Classifier":[104],"(BD-SCR),":[106],"presented.":[108],"BD-SCR":[109,151,162],"statistically":[110],"monitors":[111],"changes":[112],"determine":[122],"if":[123],"should":[127],"be":[128],"reset":[129],"drifts.":[132],"The":[133],"experimental":[134],"process":[135],"compares":[136],"predictive":[138,192],"state-of-the-art":[141,195],"detectors":[143],"comparison":[145],"\u201cNo-Change\u201d":[148,184],"detector":[149],"using":[150],"inform":[153],"control":[155],"decision.":[158],"Results":[159],"show":[160],"that":[161],"effectively":[163],"reduces":[164],"negative":[166],"impact":[167],"during":[171],"through":[175],"clear":[177],"negation":[178],"detector,":[185],"but":[186],"capable":[188],"maintaining":[190],"methods.":[198]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
