{"id":"https://openalex.org/W4391985450","doi":"https://doi.org/10.3233/idt-230065","title":"Explainable data stream mining: Why the new models are better","display_name":"Explainable data stream mining: Why the new models are better","publication_year":2024,"publication_date":"2024-02-20","ids":{"openalex":"https://openalex.org/W4391985450","doi":"https://doi.org/10.3233/idt-230065"},"language":"en","primary_location":{"id":"doi:10.3233/idt-230065","is_oa":true,"landing_page_url":"https://doi.org/10.3233/idt-230065","pdf_url":"https://content.iospress.com:443/download/intelligent-decision-technologies/idt230065?id=intelligent-decision-technologies%2Fidt230065","source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://content.iospress.com:443/download/intelligent-decision-technologies/idt230065?id=intelligent-decision-technologies%2Fidt230065","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091609250","display_name":"Hanqing Hu","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Hanqing Hu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065596336","display_name":"Mehmed Kantardzic","orcid":"https://orcid.org/0000-0002-6861-4434"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mehmed Kantardzic","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5111132748","display_name":"Shreyas Kar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shreyas Kar","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5091609250"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.01458696,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"1","first_page":"371","last_page":"385"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9843999743461609,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9797999858856201,"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/interpretability","display_name":"Interpretability","score":0.8676537275314331},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.7628799676895142},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.745596706867218},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6333418488502502},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.6133706569671631},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.6097390651702881},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5840332508087158},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5808979868888855},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5348813533782959},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44165560603141785},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3278833031654358}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8676537275314331},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.7628799676895142},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.745596706867218},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6333418488502502},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.6133706569671631},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.6097390651702881},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5840332508087158},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5808979868888855},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5348813533782959},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44165560603141785},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3278833031654358},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/idt-230065","is_oa":true,"landing_page_url":"https://doi.org/10.3233/idt-230065","pdf_url":"https://content.iospress.com:443/download/intelligent-decision-technologies/idt230065?id=intelligent-decision-technologies%2Fidt230065","source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3233/idt-230065","is_oa":true,"landing_page_url":"https://doi.org/10.3233/idt-230065","pdf_url":"https://content.iospress.com:443/download/intelligent-decision-technologies/idt230065?id=intelligent-decision-technologies%2Fidt230065","source":{"id":"https://openalex.org/S119727669","display_name":"Intelligent Decision Technologies","issn_l":"1872-4981","issn":["1872-4981","1875-8843"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Decision Technologies","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5099999904632568}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391985450.pdf","grobid_xml":"https://content.openalex.org/works/W4391985450.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1514535095","https://openalex.org/W1680622244","https://openalex.org/W1981276685","https://openalex.org/W1982039810","https://openalex.org/W1994424971","https://openalex.org/W1996796871","https://openalex.org/W2015627422","https://openalex.org/W2029438481","https://openalex.org/W2075721911","https://openalex.org/W2109964623","https://openalex.org/W2118022153","https://openalex.org/W2120587290","https://openalex.org/W2152184085","https://openalex.org/W2164878629","https://openalex.org/W2605253252","https://openalex.org/W2618851150","https://openalex.org/W2791425844","https://openalex.org/W2799437918","https://openalex.org/W2844479918","https://openalex.org/W2883104598","https://openalex.org/W2891503716","https://openalex.org/W2892741787","https://openalex.org/W2893370267","https://openalex.org/W2898733849","https://openalex.org/W2905307056","https://openalex.org/W2921105605","https://openalex.org/W2945526235","https://openalex.org/W2962917260","https://openalex.org/W2963492126","https://openalex.org/W2964060211","https://openalex.org/W2965446359","https://openalex.org/W2981836045","https://openalex.org/W3011179515","https://openalex.org/W3015645146","https://openalex.org/W3082998439","https://openalex.org/W3102015031","https://openalex.org/W3116286104","https://openalex.org/W3121410165","https://openalex.org/W3124792046","https://openalex.org/W3154544067","https://openalex.org/W3185363055","https://openalex.org/W6629195898","https://openalex.org/W6630875275","https://openalex.org/W6637286714","https://openalex.org/W6677561110","https://openalex.org/W6682207055","https://openalex.org/W6694717873","https://openalex.org/W6748454275","https://openalex.org/W6753223284","https://openalex.org/W6766587337","https://openalex.org/W6785333560"],"related_works":["https://openalex.org/W4307392573","https://openalex.org/W2802243998","https://openalex.org/W2736127210","https://openalex.org/W2329342202","https://openalex.org/W2574092225","https://openalex.org/W4200217704","https://openalex.org/W2161835057","https://openalex.org/W1521014365","https://openalex.org/W3208495060","https://openalex.org/W2740428142"],"abstract_inverted_index":{"Explainable":[0],"Machine":[1],"Learning":[2],"brings":[3,187],"expandability,":[4],"interpretability,":[5],"and":[6,64,74,126,149],"accountability":[7],"to":[8,49,59,106,130,173,193],"Data":[9,82],"Mining":[10],"Algorithms.":[11],"Existing":[12],"explanation":[13],"frameworks":[14],"focus":[15],"on":[16,133,152,163],"explaining":[17],"the":[18,46,51,70,135,139,153,156,170,176,188],"decision":[19],"process":[20],"of":[21,155,169,190],"a":[22,26,76,81,91,114],"single":[23],"model":[24,111,137,191],"in":[25,30,35,113],"static":[27,62],"dataset.":[28],"However,":[29],"data":[31,36,53,93,117,140],"stream":[32,94],"mining":[33,95],"changes":[34],"distribution":[37],"over":[38],"time,":[39],"called":[40],"concept":[41,77,115,128],"drift,":[42,129],"may":[43],"require":[44],"updating":[45],"learning":[47,71],"models":[48,63,72,101,124],"reflect":[50],"current":[52],"environment.":[54],"It":[55],"is":[56,178],"therefore":[57],"important":[58],"go":[60],"beyond":[61],"understand":[65,110],"what":[66],"has":[67],"changed":[68],"among":[69],"before":[73,125],"after":[75,127],"drift.":[78],"We":[79],"propose":[80],"Stream":[83],"Explanability":[84],"framework":[85,96],"(DSE)":[86],"that":[87,184],"works":[88],"together":[89],"with":[90,166],"typical":[92],"where":[97],"support":[98],"vector":[99],"machine":[100],"are":[102],"used.":[103],"DSE":[104,119,185],"aims":[105],"help":[107],"non-expert":[108,150,161,194],"users":[109,151,162],"dynamics":[112],"drifting":[116],"stream.":[118],"visualizes":[120],"differences":[121],"between":[122,147],"SVM":[123],"produce":[131],"explanations":[132],"why":[134],"new":[136],"fits":[138],"better.":[141],"A":[142],"survey":[143],"was":[144],"carried":[145],"out":[146],"expert":[148,174],"effectiveness":[154],"framework.":[157],"Although":[158],"results":[159],"showed":[160],"average":[164],"responded":[165],"less":[167],"understanding":[168],"issue":[171],"compared":[172],"users,":[175],"difference":[177],"not":[179],"statistically":[180],"significant.":[181],"This":[182],"indicates":[183],"successfully":[186],"explanability":[189],"change":[192],"users.":[195]},"counts_by_year":[],"updated_date":"2026-03-11T06:11:40.159057","created_date":"2025-10-10T00:00:00"}
