{"id":"https://openalex.org/W4409507387","doi":"https://doi.org/10.2478/jdis-2025-0020","title":"Dynamic domain analysis for predicting concept drift in engineering AI-enabled software","display_name":"Dynamic domain analysis for predicting concept drift in engineering AI-enabled software","publication_year":2025,"publication_date":"2025-04-01","ids":{"openalex":"https://openalex.org/W4409507387","doi":"https://doi.org/10.2478/jdis-2025-0020"},"language":"en","primary_location":{"id":"doi:10.2478/jdis-2025-0020","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jdis-2025-0020","pdf_url":null,"source":{"id":"https://openalex.org/S2764801193","display_name":"Journal of Data and Information Science","issn_l":"2096-157X","issn":["2096-157X","2543-683X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311940","host_organization_name":"Chinese Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310311940"],"host_organization_lineage_names":["Chinese Academy of Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.2478/jdis-2025-0020","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063426224","display_name":"Murtuza Shahzad","orcid":null},"institutions":[{"id":"https://openalex.org/I102502594","display_name":"Northern Illinois University","ror":"https://ror.org/012wxa772","country_code":"US","type":"education","lineage":["https://openalex.org/I102502594"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Murtuza Shahzad","raw_affiliation_strings":["Department of Computer Science, Northern Illinois University , Illinois , USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Northern Illinois University , Illinois , USA","institution_ids":["https://openalex.org/I102502594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082230168","display_name":"Hamed Barzamini","orcid":"https://orcid.org/0000-0002-3147-3930"},"institutions":[{"id":"https://openalex.org/I102502594","display_name":"Northern Illinois University","ror":"https://ror.org/012wxa772","country_code":"US","type":"education","lineage":["https://openalex.org/I102502594"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hamed Barzamini","raw_affiliation_strings":["Department of Computer Science, Northern Illinois University , Illinois , USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Northern Illinois University , Illinois , USA","institution_ids":["https://openalex.org/I102502594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102907669","display_name":"Joseph N. Wilson","orcid":"https://orcid.org/0000-0002-5833-8499"},"institutions":[{"id":"https://openalex.org/I102502594","display_name":"Northern Illinois University","ror":"https://ror.org/012wxa772","country_code":"US","type":"education","lineage":["https://openalex.org/I102502594"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Wilson","raw_affiliation_strings":["Department of Computer Science, Northern Illinois University , Illinois , USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Northern Illinois University , Illinois , USA","institution_ids":["https://openalex.org/I102502594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065954205","display_name":"Hamed Alhoori","orcid":null},"institutions":[{"id":"https://openalex.org/I102502594","display_name":"Northern Illinois University","ror":"https://ror.org/012wxa772","country_code":"US","type":"education","lineage":["https://openalex.org/I102502594"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hamed Alhoori","raw_affiliation_strings":["Department of Computer Science, Northern Illinois University , Illinois , USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Northern Illinois University , Illinois , USA","institution_ids":["https://openalex.org/I102502594"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102905826","display_name":"Mona Rahimi","orcid":"https://orcid.org/0000-0002-4785-747X"},"institutions":[{"id":"https://openalex.org/I102502594","display_name":"Northern Illinois University","ror":"https://ror.org/012wxa772","country_code":"US","type":"education","lineage":["https://openalex.org/I102502594"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mona Rahimi","raw_affiliation_strings":["Department of Computer Science, Northern Illinois University , Illinois , USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Northern Illinois University , Illinois , USA","institution_ids":["https://openalex.org/I102502594"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5063426224"],"corresponding_institution_ids":["https://openalex.org/I102502594"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03391834,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"2","first_page":"124","last_page":"151"},"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10603","display_name":"Smart Grid Energy Management","score":0.9635000228881836,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/domain-analysis","display_name":"Domain analysis","score":0.6877661943435669},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5837790966033936},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5552110075950623},{"id":"https://openalex.org/keywords/project-management","display_name":"Project management","score":0.47782137989997864},{"id":"https://openalex.org/keywords/domain-engineering","display_name":"Domain engineering","score":0.46774131059646606},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.46285074949264526},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.44790786504745483},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.4448275864124298},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.3762083351612091},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.32728415727615356},{"id":"https://openalex.org/keywords/component-based-software-engineering","display_name":"Component-based software engineering","score":0.20683100819587708},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.15172770619392395},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11829155683517456},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10084512829780579}],"concepts":[{"id":"https://openalex.org/C15708719","wikidata":"https://www.wikidata.org/wiki/Q2271801","display_name":"Domain analysis","level":5,"score":0.6877661943435669},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5837790966033936},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5552110075950623},{"id":"https://openalex.org/C15952604","wikidata":"https://www.wikidata.org/wiki/Q179012","display_name":"Project management","level":2,"score":0.47782137989997864},{"id":"https://openalex.org/C5977032","wikidata":"https://www.wikidata.org/wiki/Q5289815","display_name":"Domain engineering","level":5,"score":0.46774131059646606},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.46285074949264526},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.44790786504745483},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.4448275864124298},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3762083351612091},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.32728415727615356},{"id":"https://openalex.org/C174683762","wikidata":"https://www.wikidata.org/wiki/Q609588","display_name":"Component-based software engineering","level":4,"score":0.20683100819587708},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.15172770619392395},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11829155683517456},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10084512829780579},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2478/jdis-2025-0020","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jdis-2025-0020","pdf_url":null,"source":{"id":"https://openalex.org/S2764801193","display_name":"Journal of Data and Information Science","issn_l":"2096-157X","issn":["2096-157X","2543-683X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311940","host_organization_name":"Chinese Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310311940"],"host_organization_lineage_names":["Chinese Academy of Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ae9400deb0cb4dff90fd84ec8617966b","is_oa":true,"landing_page_url":"https://doaj.org/article/ae9400deb0cb4dff90fd84ec8617966b","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":"Journal of Data and Information Science, Vol 10, Iss 2, Pp 124-151 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.2478/jdis-2025-0020","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jdis-2025-0020","pdf_url":null,"source":{"id":"https://openalex.org/S2764801193","display_name":"Journal of Data and Information Science","issn_l":"2096-157X","issn":["2096-157X","2543-683X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311940","host_organization_name":"Chinese Academy of Sciences","host_organization_lineage":["https://openalex.org/P4310311940"],"host_organization_lineage_names":["Chinese Academy of Sciences"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W38774257","https://openalex.org/W139044672","https://openalex.org/W639708223","https://openalex.org/W1642701485","https://openalex.org/W1650122911","https://openalex.org/W1975632959","https://openalex.org/W2031454541","https://openalex.org/W2047449506","https://openalex.org/W2066191317","https://openalex.org/W2099419573","https://openalex.org/W2134089414","https://openalex.org/W2161160262","https://openalex.org/W2226087659","https://openalex.org/W2244109919","https://openalex.org/W2549139847","https://openalex.org/W2565639579","https://openalex.org/W2775795276","https://openalex.org/W2791697444","https://openalex.org/W2794413384","https://openalex.org/W2970987521","https://openalex.org/W3004595609","https://openalex.org/W3082998439","https://openalex.org/W3090757175","https://openalex.org/W3156892778","https://openalex.org/W3165514883","https://openalex.org/W3173018607","https://openalex.org/W3206816884","https://openalex.org/W4200008861","https://openalex.org/W4210768374","https://openalex.org/W4281633595","https://openalex.org/W4312609714","https://openalex.org/W4320473133","https://openalex.org/W4323361239","https://openalex.org/W4364322549","https://openalex.org/W4378575337","https://openalex.org/W4399817830","https://openalex.org/W6601120366","https://openalex.org/W6639619044","https://openalex.org/W6684485356"],"related_works":["https://openalex.org/W4246180183","https://openalex.org/W2170664339","https://openalex.org/W2134690746","https://openalex.org/W2023019272","https://openalex.org/W2022869446","https://openalex.org/W2126137741","https://openalex.org/W4249985289","https://openalex.org/W1587887330","https://openalex.org/W2374471852","https://openalex.org/W2349037640"],"abstract_inverted_index":{"ABSTRACT":[0],"Purpose":[1],"This":[2,34,57,128,230,356,375,395],"research":[3],"addresses":[4],"the":[5,64,121,132,136,140,151,174,193,206,238,254,350,413],"challenge":[6],"of":[7,44,66,153,177,296,316,353,416],"concept":[8,19,46,79,176,235,297,392],"drift":[9,20,47,236,298,393],"in":[10,21,73,131,150,173,237,287,306,367,419],"AI-enabled":[11],"software,":[12],"particularly":[13,155],"within":[14,241],"autonomous":[15,216,242,310],"vehicle":[16],"systems":[17,75],"where":[18,139,369],"object":[22],"recognition":[23,152],"(like":[24],"pedestrian":[25,137,239],"detection)":[26],"can":[27],"lead":[28],"to":[29,40,61,77,92,147,170,209,223,284,390],"misclassifications":[30],"and":[31,52,69,89,95,109,114,124,160,259,265,271,331,342,408],"safety":[32],"risks.":[33],"study":[35,231,376],"introduces":[36],"a":[37,359,378],"proactive":[38,294],"framework":[39,84,141,166,255,319,381],"detect":[41,148,171],"early":[42,314],"signs":[43,315],"domain-specific":[45,275,417],"by":[48,181,346],"leveraging":[49],"domain":[50,67,98,134,175,240,370],"analysis":[51,91,389],"natural":[53,86,384],"language":[54,87,385],"processing":[55,88,386],"techniques.":[56],"method":[58,357],"is":[59,221,282,399],"designed":[60],"help":[62],"maintain":[63],"relevance":[65],"knowledge":[68,371],"prevent":[70],"potential":[71,208],"failures":[72],"AI":[74,289,324,364,420],"due":[76],"evolving":[78,101,288,354,414],"definitions.":[80],"Design/methodology/approach":[81],"The":[82,165,203,293],"proposed":[83],"integrates":[85],"image":[90,388],"continuously":[93],"update":[94],"monitor":[96],"key":[97],"concepts":[99,418],"against":[100],"external":[102],"data":[103,266,403],"sources,":[104,404],"such":[105],"as":[106,179],"social":[107,201,269],"media":[108,270],"news.":[110],"By":[111,312],"identifying":[112,313],"terms":[113],"features":[115],"closely":[116],"associated":[117],"with":[118,199,244,387],"core":[119],"concepts,":[120],"system":[122,325,365],"anticipates":[123],"flags":[125],"significant":[126,300],"changes.":[127,373],"was":[129,142],"tested":[130,253],"automotive":[133],"on":[135,233,349,401],"concept,":[138],"evaluated":[143],"for":[144,256,302,323,362,411],"its":[145],"capacity":[146],"shifts":[149,172,212],"pedestrians,":[154,178],"during":[156],"events":[157,264],"like":[158,309],"Halloween":[159],"specific":[161],"car":[162],"accidents.":[163],"Findings":[164],"demonstrated":[167,260],"an":[168,406],"ability":[169],"evidenced":[180],"contextual":[182],"changes":[183],"around":[184],"major":[185],"events.":[186,202,227],"While":[187],"it":[188,336],"successfully":[189],"identified":[190],"pedestrian-related":[191],"drift,":[192,317],"system\u2019s":[194],"accuracy":[195],"varied":[196],"when":[197],"overlapping":[198],"larger":[200],"results":[204,245],"indicate":[205],"model\u2019s":[207],"foresee":[210],"relevant":[211,351],"before":[213],"they":[214],"impact":[215],"systems,":[217],"although":[218],"further":[219],"refinement":[220],"needed":[222,283],"handle":[224],"high-impact":[225],"concurrent":[226],"Research":[228],"limitations":[229],"focused":[232,400],"detecting":[234],"vehicles,":[243],"varying":[246],"across":[247,279],"domains.":[248],"To":[249],"assess":[250],"generalizability,":[251],"we":[252],"airplane-related":[257],"incidents":[258],"adaptability.":[261],"However,":[262],"unpredictable":[263],"biases":[267],"from":[268],"news":[272],"may":[273],"obscure":[274],"drifts.":[276],"Further":[277],"evaluation":[278],"diverse":[280],"applications":[281,308],"enhance":[285],"robustness":[286],"environments.":[290],"Practical":[291],"implications":[292,301],"detection":[295],"has":[299],"AI-driven":[303],"domains,":[304],"especially":[305],"safety-critical":[307],"driving.":[311],"this":[318],"provides":[320],"actionable":[321],"insights":[322],"updates,":[326],"potentially":[327],"reducing":[328,340],"misclassification":[329],"risks":[330],"enhancing":[332],"public":[333],"safety.":[334],"Moreover,":[335],"enables":[337],"timely":[338],"interventions,":[339],"costly":[341],"laborintensive":[343],"retraining":[344],"requirements":[345],"focusing":[347],"only":[348],"aspects":[352],"concepts.":[355],"offers":[358,405],"streamlined":[360],"approach":[361],"maintaining":[363],"performance":[366],"environments":[368],"rapidly":[372],"Originality/value":[374],"contributes":[377],"novel":[379],"domain-agnostic":[380],"that":[382],"combines":[383],"predict":[391],"early.":[394],"unique":[396],"approach,":[397],"which":[398],"real-time":[402],"effective":[407],"scalable":[409],"solution":[410],"addressing":[412],"nature":[415],"applications.":[421]},"counts_by_year":[],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
