{"id":"https://openalex.org/W2967707828","doi":"https://doi.org/10.1109/uemcon.2018.8796710","title":"A Reference Model for Big Data Analytics","display_name":"A Reference Model for Big Data Analytics","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2967707828","doi":"https://doi.org/10.1109/uemcon.2018.8796710","mag":"2967707828"},"language":"en","primary_location":{"id":"doi:10.1109/uemcon.2018.8796710","doi":"https://doi.org/10.1109/uemcon.2018.8796710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/uemcon.2018.8796710","pdf_url":null,"source":{"id":"https://openalex.org/S4363608506","display_name":"IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 9th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","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/A5101714711","display_name":"Grace Shin Hye Park","orcid":"https://orcid.org/0000-0003-0883-6382","observed_orcids":["https://orcid.org/0000-0003-0883-6382"]},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Grace Park","raw_affiliation_strings":["The University of Texas, Dallas"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Texas, Dallas","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080285200","display_name":"Vijayan Sugumaran","orcid":"https://orcid.org/0000-0003-2557-3182","observed_orcids":["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":["Oakland University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oakland University","institution_ids":["https://openalex.org/I177721651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076950125","display_name":"Sooyong Park","orcid":"https://orcid.org/0000-0002-3979-0586","observed_orcids":["https://orcid.org/0000-0002-3979-0586"]},"institutions":[{"id":"https://openalex.org/I148751991","display_name":"Sogang University","ror":"https://ror.org/056tn4839","country_code":"KR","type":"education","lineage":["https://openalex.org/I148751991"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sooyong Park","raw_affiliation_strings":["Sogang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sogang University","institution_ids":["https://openalex.org/I148751991"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.041,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.86989101,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"382","last_page":"391"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9961000084877014,"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":0.9961000084877014,"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/T14280","display_name":"Big Data Technologies and Applications","score":0.0026000000070780516,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T14222","display_name":"Knowledge Management and Technology","score":9.999999747378752e-05,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data-analytics","display_name":"big data analytics","score":0.9890000224113464},{"id":"https://openalex.org/keywords/reference-model","display_name":"reference model","score":0.9990000128746033},{"id":"https://openalex.org/keywords/business-decision-support","display_name":"business decision support","score":0.7210000157356262},{"id":"https://openalex.org/keywords/retail-logistics","display_name":"retail logistics","score":0.8709999918937683},{"id":"https://openalex.org/keywords/data-uncertainty","display_name":"data uncertainty","score":0.6710000038146973}],"concepts":[{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.8394325375556946},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.8165907263755798},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7743362188339233},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7477807402610779},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7058089971542358},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.6622422933578491},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.545737087726593},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.5394507050514221},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.5039541125297546},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.36703231930732727},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26894611120224},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2597062587738037},{"id":"https://openalex.org/C189076506","wikidata":"https://www.wikidata.org/wiki/Q1518232","display_name":"Business analysis","level":3,"score":0.16006362438201904},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12995487451553345},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0890510082244873},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.08573079109191895},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.06887224316596985},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/uemcon.2018.8796710","doi":"https://doi.org/10.1109/uemcon.2018.8796710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/uemcon.2018.8796710","pdf_url":null,"source":{"id":"https://openalex.org/S4363608506","display_name":"IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 9th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W234911432","https://openalex.org/W1485347932","https://openalex.org/W1498489270","https://openalex.org/W1657646951","https://openalex.org/W1663973292","https://openalex.org/W1701893526","https://openalex.org/W1980765559","https://openalex.org/W2010954288","https://openalex.org/W2082434633","https://openalex.org/W2096266868","https://openalex.org/W2105539612","https://openalex.org/W2135203905","https://openalex.org/W2151732928","https://openalex.org/W2625005301","https://openalex.org/W2671265475","https://openalex.org/W2730037187","https://openalex.org/W2793298948","https://openalex.org/W2800262544","https://openalex.org/W3123554940","https://openalex.org/W4299515296"],"related_works":["https://openalex.org/W4292377285","https://openalex.org/W2921753306","https://openalex.org/W2295650483","https://openalex.org/W7039443837","https://openalex.org/W4388296566","https://openalex.org/W7067781716","https://openalex.org/W2756896847","https://openalex.org/W2808809437","https://openalex.org/W2602281013","https://openalex.org/W2903820838"],"abstract_inverted_index":{"The":[0],"goal":[1,34],"of":[2,15,87],"big":[3,53,77],"data":[4,23,54,78],"analytics":[5,55,69,79],"systems":[6],"is":[7,38],"to":[8,28,75,113],"help":[9,58],"business":[10,60,83,120],"decisions":[11],"supported":[12],"by":[13],"pieces":[14],"evidence":[16],"from":[17],"voluminous":[18],"and":[19,40,62,103],"diverse":[20,132],"but":[21],"uncertain":[22],"with":[24,82,128],"high":[25],"processing":[26],"speed":[27],"create":[29],"value.":[30],"However,":[31],"how":[32],"the":[33,65,118],"can":[35,57],"be":[36],"achieved":[37],"unclear":[39],"involves":[41],"further":[42],"exploration.":[43],"In":[44],"this":[45],"paper,":[46],"we":[47],"propose":[48],"a":[49,114],"reference":[50,111],"model":[51,112],"for":[52],"which":[56],"extract":[59],"questions":[61,66],"rationally":[63],"evolve":[64],"into":[67],"optimal":[68],"operationalizations":[70],"explicitly":[71],"considering":[72],"underlying":[73],"assumptions":[74],"achieve":[76],"goals":[80],"aligned":[81],"goals.":[84],"It":[85],"consists":[86],"4":[88],"sub-models,":[89],"Business":[90],"Question":[91],"Extraction":[92],"Model,":[93,98,102],"Big":[94],"Data":[95],"Analytics":[96,99],"Evolution":[97],"Algorithm":[100],"Reference":[101],"Goal-Oriented":[104],"Optimal":[105],"Selection":[106],"Model.":[107],"We":[108,125],"applied":[109],"our":[110],"shipment":[115],"decision":[116],"in":[117,131],"retail":[119],"as":[121],"an":[122],"empirical":[123],"study.":[124],"compared":[126],"it":[127],"existing":[129],"solutions":[130],"aspects.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":33},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2019-08-22T00:00:00"}