{"id":"https://openalex.org/W4409077140","doi":"https://doi.org/10.1109/tbdata.2025.3556615","title":"Utility-Driven Data Analytics Algorithm for Transaction Modifications Using Pre-Large Concept With Single Database Scan","display_name":"Utility-Driven Data Analytics Algorithm for Transaction Modifications Using Pre-Large Concept With Single Database Scan","publication_year":2025,"publication_date":"2025-04-01","ids":{"openalex":"https://openalex.org/W4409077140","doi":"https://doi.org/10.1109/tbdata.2025.3556615"},"language":"en","primary_location":{"id":"doi:10.1109/tbdata.2025.3556615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2025.3556615","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Big Data","raw_type":"journal-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/A5079834335","display_name":"Unil Yun","orcid":"https://orcid.org/0000-0002-3720-0861"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Unil Yun","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089807180","display_name":"Hanju Kim","orcid":"https://orcid.org/0000-0002-8211-804X"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hanju Kim","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086377572","display_name":"Myungha Cho","orcid":"https://orcid.org/0009-0005-3551-4292"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Myungha Cho","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051196393","display_name":"Taewoong Ryu","orcid":"https://orcid.org/0000-0002-1927-2896"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taewoong Ryu","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113235926","display_name":"Seungwan Park","orcid":"https://orcid.org/0009-0003-7753-8079"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seungwan Park","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101868247","display_name":"Doyoon Kim","orcid":"https://orcid.org/0000-0002-4080-4076"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Doyoon Kim","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100427660","display_name":"Do\u2010Young Kim","orcid":"https://orcid.org/0000-0003-4682-5545"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Doyoung Kim","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100673639","display_name":"Chanhee Lee","orcid":"https://orcid.org/0000-0002-9300-5251"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chanhee Lee","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003799782","display_name":"Witold Pedrycz","orcid":"https://orcid.org/0000-0002-9335-9930"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Witold Pedrycz","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada","institution_ids":["https://openalex.org/I154425047"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5079834335"],"corresponding_institution_ids":["https://openalex.org/I28777354"],"apc_list":null,"apc_paid":null,"fwci":12.3691,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.98298049,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"11","issue":"5","first_page":"2792","last_page":"2808"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10743","display_name":"Software Testing and Debugging Techniques","score":0.7893000245094299,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.7893000245094299,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/computer-science","display_name":"Computer science","score":0.868239164352417},{"id":"https://openalex.org/keywords/database-transaction","display_name":"Database transaction","score":0.7227174043655396},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6451972126960754},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.5926129221916199},{"id":"https://openalex.org/keywords/transaction-processing","display_name":"Transaction processing","score":0.5694839358329773},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5005011558532715},{"id":"https://openalex.org/keywords/transaction-data","display_name":"Transaction data","score":0.4424078166484833},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42770904302597046},{"id":"https://openalex.org/keywords/transaction-log","display_name":"Transaction log","score":0.41387686133384705},{"id":"https://openalex.org/keywords/distributed-transaction","display_name":"Distributed transaction","score":0.4118124842643738}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.868239164352417},{"id":"https://openalex.org/C75949130","wikidata":"https://www.wikidata.org/wiki/Q848010","display_name":"Database transaction","level":2,"score":0.7227174043655396},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6451972126960754},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.5926129221916199},{"id":"https://openalex.org/C72108876","wikidata":"https://www.wikidata.org/wiki/Q844565","display_name":"Transaction processing","level":3,"score":0.5694839358329773},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5005011558532715},{"id":"https://openalex.org/C127722929","wikidata":"https://www.wikidata.org/wiki/Q7833714","display_name":"Transaction data","level":3,"score":0.4424078166484833},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42770904302597046},{"id":"https://openalex.org/C2212953","wikidata":"https://www.wikidata.org/wiki/Q948454","display_name":"Transaction log","level":3,"score":0.41387686133384705},{"id":"https://openalex.org/C25185021","wikidata":"https://www.wikidata.org/wiki/Q4053284","display_name":"Distributed transaction","level":4,"score":0.4118124842643738}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tbdata.2025.3556615","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2025.3556615","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Big Data","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W656219328","https://openalex.org/W1966121832","https://openalex.org/W2010528952","https://openalex.org/W2049785083","https://openalex.org/W2125352627","https://openalex.org/W2604029285","https://openalex.org/W2739252120","https://openalex.org/W2796882849","https://openalex.org/W2909787805","https://openalex.org/W2925324114","https://openalex.org/W2976436416","https://openalex.org/W3011269222","https://openalex.org/W3023692241","https://openalex.org/W3111279973","https://openalex.org/W3111577069","https://openalex.org/W3147102084","https://openalex.org/W3155076284","https://openalex.org/W3160736894","https://openalex.org/W3166472125","https://openalex.org/W3193719908","https://openalex.org/W4205147426","https://openalex.org/W4206409869","https://openalex.org/W4223423134","https://openalex.org/W4229004754","https://openalex.org/W4280591200","https://openalex.org/W4288760557","https://openalex.org/W4289779167","https://openalex.org/W4293102081","https://openalex.org/W4295095178","https://openalex.org/W4298121354","https://openalex.org/W4307957851","https://openalex.org/W4308740912","https://openalex.org/W4312701343","https://openalex.org/W4313530535","https://openalex.org/W4319926790","https://openalex.org/W4320151907","https://openalex.org/W4324116382","https://openalex.org/W4327662602","https://openalex.org/W4327920415","https://openalex.org/W4361294313","https://openalex.org/W4365794428","https://openalex.org/W4372342624","https://openalex.org/W4380551725","https://openalex.org/W4381194448","https://openalex.org/W4382998644","https://openalex.org/W4385756607","https://openalex.org/W4386211431","https://openalex.org/W4388967625","https://openalex.org/W4389053198","https://openalex.org/W4390939358","https://openalex.org/W4391756994","https://openalex.org/W4392769279","https://openalex.org/W4396978960","https://openalex.org/W4404281634","https://openalex.org/W4405205328"],"related_works":["https://openalex.org/W2125608776","https://openalex.org/W2403667029","https://openalex.org/W2372897440","https://openalex.org/W1985467476","https://openalex.org/W2349862564","https://openalex.org/W2186504310","https://openalex.org/W1988072050","https://openalex.org/W2126605438","https://openalex.org/W2051530389","https://openalex.org/W2158759608"],"abstract_inverted_index":{"Utility-driven":[0],"pattern":[1,40,52,80,187],"analysis":[2,116],"is":[3],"a":[4,76,93,147,154,197],"fundamental":[5],"method":[6,91,128,152,184,194],"for":[7,14,87,111],"analyzing":[8],"noteworthy":[9],"patterns":[10,107],"with":[11,43,129,172],"high":[12,50,105],"utility":[13,51,101,106],"diverse":[15],"quantitative":[16],"transactional":[17],"databases.":[18],"Recently,":[19],"various":[20],"approaches":[21],"have":[22],"emerged":[23],"to":[24,57,67,142,191],"handle":[25,58],"large,":[26],"dynamic":[27,114],"database":[28,175],"environments":[29],"more":[30],"efficiently":[31],"by":[32],"reducing":[33],"the":[34,44,84,97,118,123,126,143,150,182,186,192],"number":[35],"of":[36,99,125,156,200],"data":[37,65,115],"scans":[38,66],"and":[39,103,138,146,168],"expansion":[41],"operations":[42],"pre-large":[45,85],"concept.":[46],"However,":[47],"existing":[48],"pre-large-based":[49],"mining":[53,81],"methods":[54,131,162],"either":[55],"fail":[56],"real-time":[59],"transaction":[60,88],"modifications":[61],"or":[62],"require":[63],"additional":[64],"validate":[68],"candidate":[69,109],"patterns.":[70],"In":[71],"this":[72],"paper,":[73],"we":[74],"propose":[75],"novel":[77],"efficient":[78,112],"utility-driven":[79,113],"algorithm":[82],"using":[83],"concept":[86],"modifications.":[89],"Our":[90],"incorporates":[92],"single-scan-based":[94],"framework":[95],"through":[96,132],"management":[98],"actual":[100],"values":[102],"discovers":[104],"without":[108,203],"generation":[110],"in":[117,166,174],"modification":[119],"environment.":[120],"We":[121],"compared":[122,190],"performance":[124,134],"proposed":[127,183],"state-of-the-art":[130,161],"extensive":[133],"evaluation":[135,144],"utilizing":[136],"real":[137],"synthetic":[139],"datasets.":[140],"According":[141],"results":[145,202],"case":[148],"study,":[149],"suggested":[151],"performs":[153],"minimum":[155],"1.5":[157],"times":[158],"faster":[159],"than":[160],"alongside":[163],"minimal":[164],"compromise":[165],"memory,":[167],"it":[169],"scaled":[170],"well":[171],"increases":[173],"size.":[176],"Further":[177],"statistical":[178],"analyses":[179],"indicate":[180],"that":[181],"reduces":[185],"search":[188],"space":[189],"previous":[193],"while":[195],"delivering":[196],"complete":[198],"set":[199],"accurate":[201],"loss.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-13T16:22:10.518609","created_date":"2025-10-10T00:00:00"}
