{"id":"https://openalex.org/W4394564836","doi":"https://doi.org/10.1109/iske60036.2023.10481075","title":"Graph-Based Competence Model for Concept Drift Detection","display_name":"Graph-Based Competence Model for Concept Drift Detection","publication_year":2023,"publication_date":"2023-11-17","ids":{"openalex":"https://openalex.org/W4394564836","doi":"https://doi.org/10.1109/iske60036.2023.10481075"},"language":"en","primary_location":{"id":"doi:10.1109/iske60036.2023.10481075","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iske60036.2023.10481075","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 18th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"},"type":"article","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/A5101335345","display_name":"Yiping Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yiping Sun","raw_affiliation_strings":["School of Computer Science, Shanghai University,Shanghai,China","School of Computer Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101332914","display_name":"Yansen Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yansen Yu","raw_affiliation_strings":["School of Computer Science, Shanghai University,Shanghai,China","School of Computer Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006749590","display_name":"Cheng Jin","orcid":"https://orcid.org/0000-0002-0903-1685"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Jin","raw_affiliation_strings":["School of Computer Science, Shanghai University,Shanghai,China","School of Computer Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074219806","display_name":"Qingyong Zhang","orcid":"https://orcid.org/0000-0001-7886-7067"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingyong Zhang","raw_affiliation_strings":["School of Computer Science, Shanghai University,Shanghai,China","School of Computer Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103097726","display_name":"Weixu Liu","orcid":"https://orcid.org/0000-0001-8838-2661"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weixu Liu","raw_affiliation_strings":["School of Computer Science, Shanghai University,Shanghai,China","School of Computer Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062917240","display_name":"Hang Yu","orcid":"https://orcid.org/0000-0003-3444-9992"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Yu","raw_affiliation_strings":["School of Computer Science, Shanghai University,Shanghai,China","School of Computer Science, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I113940042"]},{"raw_affiliation_string":"School of Computer Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101335345"],"corresponding_institution_ids":["https://openalex.org/I113940042"],"apc_list":null,"apc_paid":null,"fwci":0.1735,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.61388841,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"529","last_page":"536"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9966999888420105,"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":0.9966999888420105,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9634000062942505,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9467999935150146,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.630226731300354},{"id":"https://openalex.org/keywords/competence","display_name":"Competence (human resources)","score":0.5154779553413391},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3346917927265167},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15933296084403992}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.630226731300354},{"id":"https://openalex.org/C100521375","wikidata":"https://www.wikidata.org/wiki/Q2015382","display_name":"Competence (human resources)","level":2,"score":0.5154779553413391},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3346917927265167},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15933296084403992},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iske60036.2023.10481075","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iske60036.2023.10481075","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 18th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W3487859","https://openalex.org/W122214027","https://openalex.org/W1536612688","https://openalex.org/W1573201531","https://openalex.org/W1585854823","https://openalex.org/W1599232982","https://openalex.org/W1970833371","https://openalex.org/W1978717800","https://openalex.org/W2022775778","https://openalex.org/W2069300565","https://openalex.org/W2091684110","https://openalex.org/W2097178527","https://openalex.org/W2120587290","https://openalex.org/W2136041971","https://openalex.org/W2143991132","https://openalex.org/W2148798622","https://openalex.org/W2531563875","https://openalex.org/W2604847698","https://openalex.org/W2623257591","https://openalex.org/W2794253076","https://openalex.org/W2858429245","https://openalex.org/W2898017895","https://openalex.org/W2963870721","https://openalex.org/W3013371665","https://openalex.org/W3084853684","https://openalex.org/W3090388987","https://openalex.org/W3106889297","https://openalex.org/W3158539059","https://openalex.org/W3198238235","https://openalex.org/W4211228842","https://openalex.org/W4244238212","https://openalex.org/W4285033264","https://openalex.org/W4316591959","https://openalex.org/W6633190107","https://openalex.org/W6749844990","https://openalex.org/W6795182437","https://openalex.org/W6845686838"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829"],"abstract_inverted_index":{"Concept":[0],"drift":[1,49,114],"is":[2,43,180],"the":[3,7,17,31,56,60,101,104,123,138,156,168,189],"fundamental":[4],"reason":[5],"for":[6,52,112,159,174,195],"degradation":[8],"of":[9,30,55,107,126,191],"accuracy":[10],"in":[11,19,27,73,91,103,171,185],"evolving":[12],"data":[13,20,140],"stream":[14,21],"learning,":[15],"as":[16],"change":[18],"distribution":[22,106,124],"leads":[23],"to":[24,45,69,77,87,121,129,154],"an":[25],"increase":[26],"error":[28],"rates":[29],"learning":[32,36,57],"model.":[33,58],"In":[34],"online":[35],"models":[37,137],"or":[38],"other":[39,61],"detection":[40,110,193],"models,":[41],"it":[42],"crucial":[44],"detect":[46],"whether":[47],"concept":[48,113,196],"has":[50],"occurred":[51],"accurate":[53],"predictions":[54],"On":[59],"hand,":[62],"Case-Based":[63],"Reasoning":[64],"(CBR)":[65],"systems":[66],"utilize":[67],"solutions":[68],"similar":[70,118],"problems":[71],"stored":[72],"a":[74,117,142,151],"case":[75],"library":[76],"address":[78],"new":[79],"problems.":[80],"The":[81,177],"system's":[82],"competence":[83,96,152,157,172],"can":[84,97],"be":[85,98],"measured":[86],"assess":[88],"its":[89],"effectiveness":[90,190],"solving":[92],"problems,":[93],"and":[94,148],"this":[95,135],"evaluated":[99],"by":[100,133,166],"changes":[102,125,170],"probability":[105],"cases.":[108],"Similarly,":[109],"methods":[111],"operate":[115],"on":[116],"principle,":[119],"aiming":[120],"measure":[122],"cases":[127],"relative":[128],"their":[130],"competence.":[131],"Inspired":[132],"this,":[134],"paper":[136],"original":[139],"using":[141],"graph":[143],"structure,":[144],"establishing":[145],"discrete":[146,161],"regions,":[147],"then":[149],"constructs":[150],"model":[153],"calculate":[155],"values":[158,173],"each":[160,175],"region.":[162,176],"Differences":[163],"are":[164],"detected":[165],"evaluating":[167],"temporal":[169],"proposed":[178],"method":[179,194],"validated":[181],"through":[182],"five":[183],"experiments":[184],"three":[186],"categories,":[187],"demonstrating":[188],"our":[192],"drift.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-06T07:47:59.780226","created_date":"2025-10-10T00:00:00"}
