{"id":"https://openalex.org/W3168274983","doi":"https://doi.org/10.1109/access.2021.3085496","title":"Visual Analytics for Decision Support: A Supply Chain Perspective","display_name":"Visual Analytics for Decision Support: A Supply Chain Perspective","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3168274983","doi":"https://doi.org/10.1109/access.2021.3085496","mag":"3168274983"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3085496","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3085496","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09445829.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://ieeexplore.ieee.org/ielx7/6287639/9312710/09445829.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009160705","display_name":"Alireza Khakpour","orcid":"https://orcid.org/0000-0003-1961-1269"},"institutions":[{"id":"https://openalex.org/I19923696","display_name":"\u00d8stfold University College","ror":"https://ror.org/04gf7fp41","country_code":"NO","type":"education","lineage":["https://openalex.org/I19923696"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Alireza Khakpour","raw_affiliation_strings":["Faculty of Computer Sciences, \u00d8stfold University College, Halden, Norway"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Sciences, \u00d8stfold University College, Halden, Norway","institution_ids":["https://openalex.org/I19923696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038626586","display_name":"Ricardo Colomo\u2010Palacios","orcid":"https://orcid.org/0000-0002-1555-9726"},"institutions":[{"id":"https://openalex.org/I19923696","display_name":"\u00d8stfold University College","ror":"https://ror.org/04gf7fp41","country_code":"NO","type":"education","lineage":["https://openalex.org/I19923696"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Ricardo Colomo-Palacios","raw_affiliation_strings":["Faculty of Computer Sciences, \u00d8stfold University College, Halden, Norway"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Sciences, \u00d8stfold University College, Halden, Norway","institution_ids":["https://openalex.org/I19923696"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079314377","display_name":"Antonio Martini","orcid":"https://orcid.org/0000-0002-0669-8687"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Antonio Martini","raw_affiliation_strings":["University of Oslo, Oslo, Norway"],"affiliations":[{"raw_affiliation_string":"University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009160705"],"corresponding_institution_ids":["https://openalex.org/I19923696"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.6103,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.90599342,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"9","issue":null,"first_page":"81326","last_page":"81344"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.998199999332428,"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":0.998199999332428,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11719","display_name":"Data Quality and Management","score":0.9534000158309937,"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/computer-science","display_name":"Computer science","score":0.8117561340332031},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.705302357673645},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6372871994972229},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6152666807174683},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.5952409505844116},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5578189492225647},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.49589142203330994},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4720526337623596},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.45471832156181335},{"id":"https://openalex.org/keywords/business-analytics","display_name":"Business analytics","score":0.45202139019966125},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.4435853660106659},{"id":"https://openalex.org/keywords/decision-analysis","display_name":"Decision analysis","score":0.4248623847961426},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4215846061706543},{"id":"https://openalex.org/keywords/decision-engineering","display_name":"Decision engineering","score":0.42097195982933044},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.37993139028549194},{"id":"https://openalex.org/keywords/business-decision-mapping","display_name":"Business decision mapping","score":0.37410181760787964},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23189595341682434},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15583094954490662},{"id":"https://openalex.org/keywords/business-analysis","display_name":"Business analysis","score":0.11902794241905212},{"id":"https://openalex.org/keywords/business-model","display_name":"Business model","score":0.1031697690486908}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8117561340332031},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.705302357673645},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6372871994972229},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6152666807174683},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.5952409505844116},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5578189492225647},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.49589142203330994},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4720526337623596},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.45471832156181335},{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.45202139019966125},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.4435853660106659},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.4248623847961426},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4215846061706543},{"id":"https://openalex.org/C135115379","wikidata":"https://www.wikidata.org/wiki/Q2750514","display_name":"Decision engineering","level":4,"score":0.42097195982933044},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.37993139028549194},{"id":"https://openalex.org/C97944126","wikidata":"https://www.wikidata.org/wiki/Q5001864","display_name":"Business decision mapping","level":3,"score":0.37410181760787964},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23189595341682434},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15583094954490662},{"id":"https://openalex.org/C189076506","wikidata":"https://www.wikidata.org/wiki/Q1518232","display_name":"Business analysis","level":3,"score":0.11902794241905212},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.1031697690486908},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2021.3085496","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3085496","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09445829.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:142ae34e80ad45d4b8cea961dc2df2e2","is_oa":true,"landing_page_url":"https://doaj.org/article/142ae34e80ad45d4b8cea961dc2df2e2","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 81326-81344 (2021)","raw_type":"article"},{"id":"pmh:oai:www.duo.uio.no:10852/89342","is_oa":true,"landing_page_url":"http://urn.nb.no/URN:NBN:no-91948","pdf_url":null,"source":{"id":"https://openalex.org/S4306401717","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2169-3536","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3085496","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3085496","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09445829.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G2096367874","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"},{"id":"https://openalex.org/G3748656914","display_name":null,"funder_award_id":"Norway","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"},{"id":"https://openalex.org/G6835226125","display_name":null,"funder_award_id":"296686","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"}],"funders":[{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3168274983.pdf","grobid_xml":"https://content.openalex.org/works/W3168274983.grobid-xml"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W1594453896","https://openalex.org/W1624091435","https://openalex.org/W1983842893","https://openalex.org/W2004657296","https://openalex.org/W2008831000","https://openalex.org/W2044102377","https://openalex.org/W2047389463","https://openalex.org/W2060609248","https://openalex.org/W2063630562","https://openalex.org/W2069515352","https://openalex.org/W2084405257","https://openalex.org/W2090687959","https://openalex.org/W2109892582","https://openalex.org/W2115862882","https://openalex.org/W2120662749","https://openalex.org/W2122023884","https://openalex.org/W2123470003","https://openalex.org/W2128384626","https://openalex.org/W2134732931","https://openalex.org/W2141975087","https://openalex.org/W2144981148","https://openalex.org/W2159437973","https://openalex.org/W2168894761","https://openalex.org/W2171036274","https://openalex.org/W2273807889","https://openalex.org/W2276034055","https://openalex.org/W2291326419","https://openalex.org/W2294316503","https://openalex.org/W2296596990","https://openalex.org/W2331384579","https://openalex.org/W2434561618","https://openalex.org/W2470843486","https://openalex.org/W2491811284","https://openalex.org/W2515205554","https://openalex.org/W2616178334","https://openalex.org/W2618974155","https://openalex.org/W2763473974","https://openalex.org/W2794802448","https://openalex.org/W2807795618","https://openalex.org/W2888090831","https://openalex.org/W2890727682","https://openalex.org/W2891836122","https://openalex.org/W2891891668","https://openalex.org/W2896727370","https://openalex.org/W2900510420","https://openalex.org/W2906050302","https://openalex.org/W2923131006","https://openalex.org/W2962299052","https://openalex.org/W2966157282","https://openalex.org/W3005073054","https://openalex.org/W3008341661","https://openalex.org/W3021858709","https://openalex.org/W3040835376","https://openalex.org/W3043560476","https://openalex.org/W3044048252","https://openalex.org/W3094313847","https://openalex.org/W3100770048","https://openalex.org/W3125153748","https://openalex.org/W3125939023","https://openalex.org/W4247727020","https://openalex.org/W6723003947","https://openalex.org/W6780948980","https://openalex.org/W6789405965"],"related_works":["https://openalex.org/W2588967392","https://openalex.org/W2053709073","https://openalex.org/W2733526235","https://openalex.org/W4214626413","https://openalex.org/W3124753192","https://openalex.org/W133714664","https://openalex.org/W1124794459","https://openalex.org/W3145293466","https://openalex.org/W3140093230","https://openalex.org/W3168274983"],"abstract_inverted_index":{"Supply":[0],"chain":[1],"(SC)":[2],"activities":[3],"generate":[4],"huge":[5],"amount":[6],"of":[7,46,67,74,83,87,111,126,138,143,157,170,178,201],"data":[8,19,29,54,148],"that":[9,99,129,149,192],"can":[10],"be":[11],"used":[12,152],"in":[13,52,91,114,175,224],"decision":[14,39,77,238],"making":[15],"processes.":[16],"However,":[17],"proper":[18],"analytics":[20,144],"techniques":[21,42,210],"are":[22,226,240],"required":[23,35],"to":[24,70,107,134,161,183,188,217],"combine,":[25],"organize,":[26],"and":[27,33,49,76,146,164,187,206,211,221,236],"analyze":[28,108],"from":[30],"different":[31],"sources":[32],"produce":[34],"insights":[36],"available":[37],"for":[38,94,153],"makers.":[40],"These":[41],"promote":[43],"analytical":[44],"reasoning":[45],"the":[47,53,72,109,112,124,127,136,141,147,171,176,230],"events":[48],"patterns":[50],"hidden":[51],"using":[55],"visualizations,":[56],"so-called":[57],"Visual":[58],"Analytics":[59],"(VA).":[60],"Although":[61],"there":[62,79],"is":[63,80,160],"a":[64,81,103,130,197],"large":[65],"number":[66],"VA":[68,116,131,165,219],"systems":[69],"facilitate":[71],"process":[73],"analysis":[75],"making,":[78],"lack":[82],"an":[84,168],"adequate":[85],"overview":[86,169],"what":[88],"already":[89],"exists":[90],"this":[92,158],"area":[93],"SC":[95,115,163,179,203,225,231],"management.":[96],"To":[97],"address":[98],"need,":[100],"we":[101,119],"conducted":[102],"systematic":[104],"literature":[105],"review":[106],"state":[110],"art":[113],"systems.":[117],"Particularly,":[118],"focus":[120],"on":[121,229],"use":[122,222],"cases,":[123],"type":[125,137,142],"decisions":[128,200],"system":[132],"intended":[133],"support,":[135],"visualizations":[139],"employed,":[140],"used,":[145],"has":[150],"been":[151,214],"analysis.":[154],"The":[155],"goal":[156],"study":[159],"provide":[162],"researchers":[166],"with":[167],"works":[172],"carried":[173],"out":[174],"field":[177],"VA,":[180],"helping":[181],"them":[182],"observe":[184],"latest":[185],"trends":[186],"recognize":[189],"existing":[190],"gaps":[191],"need":[193],"further":[194],"investigation.":[195],"Consequently,":[196],"mapping":[198],"between":[199],"various":[202],"business":[204],"processes":[205],"their":[207],"reciprocal":[208],"visualization":[209],"tactics":[212],"have":[213],"provided.":[215],"Adding":[216],"that,":[218],"applications":[220],"cases":[223],"identified":[227],"based":[228],"Operation":[232],"Reference":[233],"(SCOR)":[234],"model":[235],"underlying":[237],"areas":[239],"recognized.":[241]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}