{"id":"https://openalex.org/W2883780130","doi":"https://doi.org/10.1109/access.2018.2857845","title":"VPL-Based Big Data Analysis System: UDAS","display_name":"VPL-Based Big Data Analysis System: UDAS","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2883780130","doi":"https://doi.org/10.1109/access.2018.2857845","mag":"2883780130"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2857845","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2857845","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":null,"license_id":null,"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.2018.2857845","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057868313","display_name":"Hyunjin Choi","orcid":"https://orcid.org/0000-0001-8353-0303"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyunjin Choi","raw_affiliation_strings":["Korea University, Seongbuk-gu, Seoul, KR"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea University, Seongbuk-gu, Seoul, KR","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042427900","display_name":"Jangwon Gim","orcid":"https://orcid.org/0000-0002-4480-7944"},"institutions":[{"id":"https://openalex.org/I120158604","display_name":"Kunsan National University","ror":"https://ror.org/02yj55q56","country_code":"KR","type":"education","lineage":["https://openalex.org/I120158604"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jangwon Gim","raw_affiliation_strings":["Department of Software Convergence Engineering, Kunsan National University, Gunsan, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Software Convergence Engineering, Kunsan National University, Gunsan, South Korea","institution_ids":["https://openalex.org/I120158604"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038350029","display_name":"Young-Duk Seo","orcid":"https://orcid.org/0000-0001-8542-2058"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Young-Duk Seo","raw_affiliation_strings":["Department of Computer Science and Engineering, Korea University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Korea University, Seoul, South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111638841","display_name":"Doo-Kwon Baik","orcid":null},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Doo-Kwon Baik","raw_affiliation_strings":["Department of Computer Science and Engineering, Korea University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Korea University, Seoul, South Korea","institution_ids":["https://openalex.org/I197347611"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.3219,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.64845024,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"6","issue":null,"first_page":"40883","last_page":"40897"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9925000071525574,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8609691858291626},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.8042522668838501},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.610634446144104},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.57822585105896},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.5421098470687866},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5200467109680176},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.5193691849708557},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5176582932472229},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.4751983880996704},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.46136847138404846},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.43014854192733765},{"id":"https://openalex.org/keywords/interactive-visual-analysis","display_name":"Interactive visual analysis","score":0.42619240283966064},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41783300042152405},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.29663556814193726},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.15619146823883057}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8609691858291626},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8042522668838501},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.610634446144104},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.57822585105896},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5421098470687866},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5200467109680176},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.5193691849708557},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5176582932472229},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.4751983880996704},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.46136847138404846},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.43014854192733765},{"id":"https://openalex.org/C99740376","wikidata":"https://www.wikidata.org/wiki/Q17092520","display_name":"Interactive visual analysis","level":4,"score":0.42619240283966064},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41783300042152405},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.29663556814193726},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.15619146823883057},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2857845","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2857845","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d7ce66b049524ed5be217ddd0b715e3e","is_oa":true,"landing_page_url":"https://doaj.org/article/d7ce66b049524ed5be217ddd0b715e3e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 40883-40897 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2857845","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2857845","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4399999976158142,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1925667120","display_name":null,"funder_award_id":"NRF-2018R1C1B6008624","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G6957652935","display_name":null,"funder_award_id":"2015-0-00521","funder_id":"https://openalex.org/F4320322030","funder_display_name":"Ministry of Science, ICT and Future Planning"}],"funders":[{"id":"https://openalex.org/F4320322030","display_name":"Ministry of Science, ICT and Future Planning","ror":"https://ror.org/032e49973"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W172019652","https://openalex.org/W374315551","https://openalex.org/W1500693574","https://openalex.org/W1505837402","https://openalex.org/W1832217497","https://openalex.org/W1837806840","https://openalex.org/W1906299496","https://openalex.org/W1909851795","https://openalex.org/W1977052699","https://openalex.org/W2003281274","https://openalex.org/W2008420823","https://openalex.org/W2030397439","https://openalex.org/W2059124315","https://openalex.org/W2076684951","https://openalex.org/W2092187831","https://openalex.org/W2095178814","https://openalex.org/W2119828234","https://openalex.org/W2127282486","https://openalex.org/W2129753516","https://openalex.org/W2135415614","https://openalex.org/W2141975087","https://openalex.org/W2146068062","https://openalex.org/W2149140091","https://openalex.org/W2154324746","https://openalex.org/W2159306398","https://openalex.org/W2187387883","https://openalex.org/W2195118355","https://openalex.org/W2213748948","https://openalex.org/W2261525379","https://openalex.org/W2299112634","https://openalex.org/W2443893970","https://openalex.org/W2493970676","https://openalex.org/W2582743722","https://openalex.org/W2964062642","https://openalex.org/W3123115705","https://openalex.org/W3193532866","https://openalex.org/W4253341488","https://openalex.org/W4285719527","https://openalex.org/W4301030907","https://openalex.org/W6682624519","https://openalex.org/W6688315831","https://openalex.org/W6723501177"],"related_works":["https://openalex.org/W3033117735","https://openalex.org/W2980555063","https://openalex.org/W2746208547","https://openalex.org/W2884078111","https://openalex.org/W4214526941","https://openalex.org/W3081133439","https://openalex.org/W3127482518","https://openalex.org/W2981604520","https://openalex.org/W2138646726","https://openalex.org/W3094550016"],"abstract_inverted_index":{"Over":[0],"the":[1,46,84,97,121,138,144,153,177,182,189,193],"past":[2],"five":[3],"years,":[4],"research":[5,82,92,98],"on":[6,99,129,137],"big":[7,116,139,183],"data":[8,29,31,35,43,57,65,72,90,117,123,130,134,140,184],"analysis":[9,36,118,151,185],"has":[10,104],"been":[11,18,106],"actively":[12],"conducted,":[13],"and":[14,30,52,91,142,146,150,163],"many":[15],"services":[16],"have":[17],"developed":[19],"to":[20,40,80,166],"find":[21],"valuable":[22],"data.":[23],"However,":[24],"low":[25],"quality":[26],"of":[27,49,56,78,86,88,148,174,181,192],"raw":[28],"loss":[32],"problem":[33],"during":[34],"make":[37],"it":[38],"difficult":[39],"perform":[41],"accurate":[42],"analysis.":[44,73,170],"With":[45],"enormous":[47],"generation":[48],"both":[50],"unstructured":[51],"structured":[53],"data,":[54],"refinement":[55,66,135,149],"is":[58,94,195],"becoming":[59],"increasingly":[60],"difficult.":[61],"As":[62],"a":[63,115],"result,":[64],"plays":[67],"an":[68],"important":[69],"role":[70],"in":[71,110],"In":[74],"addition,":[75],"as":[76],"part":[77],"efforts":[79],"ensure":[81],"reproducibility,":[83],"importance":[85],"reuse":[87],"researcher":[89],"methods":[93],"increasing;":[95],"however,":[96],"systems":[100],"supporting":[101],"such":[102],"roles":[103],"not":[105],"conducted":[107],"sufficiently.":[108],"Therefore,":[109],"this":[111],"paper,":[112],"we":[113],"propose":[114],"system":[119],"named":[120],"unified":[122],"analytics":[124],"suite":[125],"(UDAS)":[126],"that":[127,188],"focuses":[128],"refinement.":[131],"UDAS":[132,175],"performs":[133],"based":[136],"platform":[141,186],"ensures":[143],"reusability":[145],"reproducibility":[147],"through":[152],"visual":[154],"programming":[155],"language":[156],"interface.":[157],"It":[158],"also":[159],"recommends":[160],"open":[161],"source":[162],"visualization":[164],"libraries":[165],"users":[167,194],"for":[168],"statistical":[169],"The":[171],"qualitative":[172],"evaluation":[173,179],"using":[176],"functional":[178],"factor":[180],"demonstrated":[187],"average":[190],"satisfaction":[191],"significantly":[196],"high.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}