{"id":"https://openalex.org/W4405429501","doi":"https://doi.org/10.1109/access.2024.3517697","title":"Multilayer Concept Drift Detection Method Based on Model Explainability","display_name":"Multilayer Concept Drift Detection Method Based on Model Explainability","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405429501","doi":"https://doi.org/10.1109/access.2024.3517697"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3517697","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3517697","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3517697","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091883923","display_name":"Haolan Zhang","orcid":"https://orcid.org/0000-0002-5033-1866"},"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":"Haolan Zhang","raw_affiliation_strings":["SHU-UTS SILC Business School, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"SHU-UTS SILC Business School, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036057515","display_name":"Xinyi Chen","orcid":"https://orcid.org/0009-0005-9648-0196"},"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":"Xinyi Chen","raw_affiliation_strings":["SHU-UTS SILC Business School, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"SHU-UTS SILC Business School, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045617018","display_name":"Min Hu","orcid":"https://orcid.org/0000-0003-4816-9123"},"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":"Min Hu","raw_affiliation_strings":["SHU-UTS SILC Business School, Shanghai University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"SHU-UTS SILC Business School, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080285200","display_name":"Vijayan Sugumaran","orcid":"https://orcid.org/0000-0003-2557-3182"},"institutions":[{"id":"https://openalex.org/I177721651","display_name":"Oakland University","ror":"https://ror.org/01ythxj32","country_code":"US","type":"education","lineage":["https://openalex.org/I177721651"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijayan Sugumaran","raw_affiliation_strings":["School of Business Administration, Oakland University, Rochester, MI, USA"],"affiliations":[{"raw_affiliation_string":"School of Business Administration, Oakland University, Rochester, MI, USA","institution_ids":["https://openalex.org/I177721651"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5091883923"],"corresponding_institution_ids":["https://openalex.org/I113940042"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.0911,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.82568875,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9930999875068665,"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":0.9930999875068665,"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":0.9869999885559082,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.9092000126838684,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.580194354057312}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.580194354057312}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3517697","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3517697","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9c33f9df982748079eb1d862b8fdc33a","is_oa":true,"landing_page_url":"https://doaj.org/article/9c33f9df982748079eb1d862b8fdc33a","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 190791-190808 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3517697","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3517697","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W38774257","https://openalex.org/W1585854823","https://openalex.org/W1642701485","https://openalex.org/W2016744715","https://openalex.org/W2046175513","https://openalex.org/W2069701377","https://openalex.org/W2097178527","https://openalex.org/W2097310377","https://openalex.org/W2097749765","https://openalex.org/W2100406636","https://openalex.org/W2108059592","https://openalex.org/W2109553965","https://openalex.org/W2120587290","https://openalex.org/W2143991132","https://openalex.org/W2157103390","https://openalex.org/W2249072679","https://openalex.org/W2289463038","https://openalex.org/W2295598076","https://openalex.org/W2345132057","https://openalex.org/W2517990807","https://openalex.org/W2599627952","https://openalex.org/W2605253252","https://openalex.org/W2612063921","https://openalex.org/W2623257591","https://openalex.org/W2729692699","https://openalex.org/W2747747656","https://openalex.org/W2751686959","https://openalex.org/W2761114781","https://openalex.org/W2767528836","https://openalex.org/W2770889173","https://openalex.org/W2808665150","https://openalex.org/W2905082295","https://openalex.org/W2963991843","https://openalex.org/W2964273393","https://openalex.org/W2997546679","https://openalex.org/W2999309192","https://openalex.org/W3000687564","https://openalex.org/W3015791395","https://openalex.org/W3167537398","https://openalex.org/W3199770917","https://openalex.org/W3207298831","https://openalex.org/W3216815774","https://openalex.org/W4206268729","https://openalex.org/W4206470275","https://openalex.org/W4220851938","https://openalex.org/W4225483588","https://openalex.org/W4226125749","https://openalex.org/W4231284442","https://openalex.org/W4233413206","https://openalex.org/W4241336979","https://openalex.org/W4252684946","https://openalex.org/W4285033264","https://openalex.org/W4285145912","https://openalex.org/W4378575337","https://openalex.org/W6601120366","https://openalex.org/W6630074438","https://openalex.org/W6680192438","https://openalex.org/W6682385587","https://openalex.org/W6737947904","https://openalex.org/W6767267854","https://openalex.org/W6802269927"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Timely":[0],"detection":[1,22,56,151,155],"of":[2,15,41,84,104,126,147,161,183],"concept":[3,20,70],"drift":[4,21,43,55,71,85,105,109,120,143],"plays":[5],"a":[6,28,52,108,162],"vital":[7],"role":[8],"in":[9,26,77,145,158,174,187],"ensuring":[10,81],"the":[11,38,42,78,82,88,95,102,118,123,159,180,184],"stability":[12],"and":[13,33,138,150,193],"reliability":[14],"data-driven":[16],"models.":[17,128],"However,":[18],"existing":[19],"methods":[23],"face":[24],"challenges":[25],"achieving":[27],"proper":[29],"balance":[30],"between":[31],"accuracy":[32],"timeliness":[34],"while":[35],"also":[36],"disregarding":[37],"precise":[39],"localization":[40],"point.":[44],"To":[45],"address":[46],"these":[47],"issues,":[48],"this":[49],"paper":[50],"presents":[51],"novel":[53],"three-layer":[54],"algorithm":[57,186],"named":[58],"Hierarchical":[59],"Concept":[60],"Drift":[61],"Detection":[62],"based":[63],"on":[64,136],"SHapley":[65],"Additive":[66],"exPlanations":[67],"(HCDD-SHAP).":[68],"Initially,":[69],"is":[72,91,113],"identified":[73],"by":[74],"monitoring":[75,192],"changes":[76],"error":[79],"rate,":[80],"promptness":[83],"detection.":[86,106],"Subsequently,":[87],"SHAP":[89],"method":[90],"incorporated":[92],"to":[93,98,115,170],"assess":[94],"features\u2019":[96],"contribution":[97],"drift,":[99],"thereby":[100],"enhancing":[101],"precision":[103],"Lastly,":[107],"point":[110],"backtracking":[111],"mechanism":[112],"introduced":[114],"accurately":[116],"pinpoint":[117],"initial":[119],"point,":[121],"facilitating":[122],"rapid":[124],"creation":[125],"new":[127],"Experiments":[129],"show":[130],"that":[131,189],"HCDD-SHAP":[132,166],"exhibits":[133],"superior":[134],"performance":[135],"synthetic":[137],"real-world":[139],"datasets,":[140],"surpassing":[141],"conventional":[142],"detectors":[144],"terms":[146],"precision,":[148],"recall,":[149],"delay":[152],"across":[153],"diverse":[154],"scenarios.":[156],"Additionally,":[157],"context":[160],"shield":[163],"construction":[164],"project,":[165],"demonstrates":[167],"its":[168],"ability":[169],"swiftly":[171],"identify":[172],"variations":[173],"dynamic":[175],"engineering":[176],"conditions,":[177],"which":[178],"underscores":[179],"considerable":[181],"advantage":[182],"proposed":[185],"scenarios":[188],"require":[190],"real-time":[191],"control.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}