{"id":"https://openalex.org/W4386757161","doi":"https://doi.org/10.1109/mcg.2023.3284620","title":"Grand Challenges in Visual Analytics Applications","display_name":"Grand Challenges in Visual Analytics Applications","publication_year":2023,"publication_date":"2023-09-01","ids":{"openalex":"https://openalex.org/W4386757161","doi":"https://doi.org/10.1109/mcg.2023.3284620","pmid":"https://pubmed.ncbi.nlm.nih.gov/37713213"},"language":"en","primary_location":{"id":"doi:10.1109/mcg.2023.3284620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcg.2023.3284620","pdf_url":null,"source":{"id":"https://openalex.org/S105380075","display_name":"IEEE Computer Graphics and Applications","issn_l":"0272-1716","issn":["0272-1716","1558-1756"],"is_oa":false,"is_in_doaj":false,"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 Computer Graphics and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://kops.uni-konstanz.de/server/api/core/bitstreams/73e7b04e-ea1f-4d25-8c14-7ea17a7c0f9a/content","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071356824","display_name":"Aoyu Wu","orcid":"https://orcid.org/0000-0001-9187-9265"},"institutions":[{"id":"https://openalex.org/I2801851002","display_name":"Harvard University Press","ror":"https://ror.org/006v7bf86","country_code":"US","type":"other","lineage":["https://openalex.org/I136199984","https://openalex.org/I2801851002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aoyu Wu","raw_affiliation_strings":["Harvard University, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0001-9187-9265","affiliations":[{"raw_affiliation_string":"Harvard University, Cambridge, MA, USA","institution_ids":["https://openalex.org/I2801851002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049050148","display_name":"Dazhen Deng","orcid":"https://orcid.org/0000-0002-9057-8353"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dazhen Deng","raw_affiliation_strings":["Zhejiang University, Zhejiang, China"],"raw_orcid":"https://orcid.org/0000-0002-9057-8353","affiliations":[{"raw_affiliation_string":"Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100337178","display_name":"Min Chen","orcid":"https://orcid.org/0000-0001-5320-5729"},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Min Chen","raw_affiliation_strings":["University of Oxford, Oxford, U.K"],"raw_orcid":"https://orcid.org/0000-0001-5320-5729","affiliations":[{"raw_affiliation_string":"University of Oxford, Oxford, U.K","institution_ids":["https://openalex.org/I40120149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105978161","display_name":"Shixia Liu","orcid":"https://orcid.org/0000-0003-4499-6420"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shixia Liu","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4499-6420","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073919282","display_name":"Daniel A. Keim","orcid":"https://orcid.org/0000-0001-7966-9740"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Keim","raw_affiliation_strings":["University of Konstanz, Konstanz, Germany"],"raw_orcid":"https://orcid.org/0000-0001-7966-9740","affiliations":[{"raw_affiliation_string":"University of Konstanz, Konstanz, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026799813","display_name":"Ross Maciejewski","orcid":"https://orcid.org/0000-0001-8803-6355"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ross Maciejewski","raw_affiliation_strings":["Arizona State University, Tempe, AZ, USA"],"raw_orcid":"https://orcid.org/0000-0001-8803-6355","affiliations":[{"raw_affiliation_string":"Arizona State University, Tempe, AZ, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019622072","display_name":"Silvia Miksch","orcid":"https://orcid.org/0000-0003-4427-5703"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Silvia Miksch","raw_affiliation_strings":["TU Wien, Vienna, Austria"],"raw_orcid":"https://orcid.org/0000-0003-4427-5703","affiliations":[{"raw_affiliation_string":"TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084459196","display_name":"Hendrik Strobelt","orcid":"https://orcid.org/0000-0002-8995-1683"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hendrik Strobelt","raw_affiliation_strings":["MIT-IBM Watson AI Lab, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-8995-1683","affiliations":[{"raw_affiliation_string":"MIT-IBM Watson AI Lab, Cambridge, MA, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059594867","display_name":"Fernanda Vi\u00e9gas","orcid":"https://orcid.org/0000-0002-4951-4008"},"institutions":[{"id":"https://openalex.org/I2801851002","display_name":"Harvard University Press","ror":"https://ror.org/006v7bf86","country_code":"US","type":"other","lineage":["https://openalex.org/I136199984","https://openalex.org/I2801851002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fernanda Vi\u00e9gas","raw_affiliation_strings":["Harvard University, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0002-4951-4008","affiliations":[{"raw_affiliation_string":"Harvard University, Cambridge, MA, USA","institution_ids":["https://openalex.org/I2801851002"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039276358","display_name":"Martin Wattenberg","orcid":"https://orcid.org/0000-0003-0904-4862"},"institutions":[{"id":"https://openalex.org/I2801851002","display_name":"Harvard University Press","ror":"https://ror.org/006v7bf86","country_code":"US","type":"other","lineage":["https://openalex.org/I136199984","https://openalex.org/I2801851002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Martin Wattenberg","raw_affiliation_strings":["Harvard University, Cambridge, MA, USA"],"raw_orcid":"https://orcid.org/0000-0003-0904-4862","affiliations":[{"raw_affiliation_string":"Harvard University, Cambridge, MA, USA","institution_ids":["https://openalex.org/I2801851002"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9769,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.74112803,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"43","issue":"5","first_page":"83","last_page":"90"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9997000098228455,"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9724000096321106,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9617999792098999,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7566640973091125},{"id":"https://openalex.org/keywords/cultural-analytics","display_name":"Cultural analytics","score":0.7056311368942261},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6695796251296997},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6630557775497437},{"id":"https://openalex.org/keywords/rigour","display_name":"Rigour","score":0.6295691132545471},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.6272876858711243},{"id":"https://openalex.org/keywords/grand-challenges","display_name":"Grand Challenges","score":0.5515629053115845},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.490190327167511},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.4221142530441284},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.41536474227905273},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.4019174873828888},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3045508861541748},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2006809413433075},{"id":"https://openalex.org/keywords/semantic-analytics","display_name":"Semantic analytics","score":0.16973435878753662},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11067691445350647},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.10164150595664978},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08852380514144897},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.0847790539264679}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7566640973091125},{"id":"https://openalex.org/C545860419","wikidata":"https://www.wikidata.org/wiki/Q5193251","display_name":"Cultural analytics","level":5,"score":0.7056311368942261},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6695796251296997},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6630557775497437},{"id":"https://openalex.org/C71008984","wikidata":"https://www.wikidata.org/wiki/Q2890076","display_name":"Rigour","level":2,"score":0.6295691132545471},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.6272876858711243},{"id":"https://openalex.org/C2777362162","wikidata":"https://www.wikidata.org/wiki/Q5594431","display_name":"Grand Challenges","level":2,"score":0.5515629053115845},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.490190327167511},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.4221142530441284},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.41536474227905273},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4019174873828888},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3045508861541748},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2006809413433075},{"id":"https://openalex.org/C148792806","wikidata":"https://www.wikidata.org/wiki/Q7449046","display_name":"Semantic analytics","level":4,"score":0.16973435878753662},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11067691445350647},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.10164150595664978},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08852380514144897},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0847790539264679},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C130436687","wikidata":"https://www.wikidata.org/wiki/Q7978591","display_name":"Web modeling","level":3,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/mcg.2023.3284620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcg.2023.3284620","pdf_url":null,"source":{"id":"https://openalex.org/S105380075","display_name":"IEEE Computer Graphics and Applications","issn_l":"0272-1716","issn":["0272-1716","1558-1756"],"is_oa":false,"is_in_doaj":false,"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 Computer Graphics and Applications","raw_type":"journal-article"},{"id":"pmid:37713213","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37713213","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE computer graphics and applications","raw_type":null},{"id":"pmh:oai:kops.uni-konstanz.de:123456789/67830","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-1mr2u7pvulzfo4","pdf_url":"https://kops.uni-konstanz.de/server/api/core/bitstreams/73e7b04e-ea1f-4d25-8c14-7ea17a7c0f9a/content","source":{"id":"https://openalex.org/S4306401487","display_name":"KOPS (University of Konstanz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189712700","host_organization_name":"University of Konstanz","host_organization_lineage":["https://openalex.org/I189712700"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Computer Graphics and Applications. IEEE. 2023, 43(5), S. 83-90. ISSN 0272-1716. eISSN 1558-1756. Verf\u00fcgbar unter: doi: 10.1109/mcg.2023.3284620","raw_type":"doc-type:article"}],"best_oa_location":{"id":"pmh:oai:kops.uni-konstanz.de:123456789/67830","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-2-1mr2u7pvulzfo4","pdf_url":"https://kops.uni-konstanz.de/server/api/core/bitstreams/73e7b04e-ea1f-4d25-8c14-7ea17a7c0f9a/content","source":{"id":"https://openalex.org/S4306401487","display_name":"KOPS (University of Konstanz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189712700","host_organization_name":"University of Konstanz","host_organization_lineage":["https://openalex.org/I189712700"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Computer Graphics and Applications. IEEE. 2023, 43(5), S. 83-90. ISSN 0272-1716. eISSN 1558-1756. Verf\u00fcgbar unter: doi: 10.1109/mcg.2023.3284620","raw_type":"doc-type:article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.6600000262260437}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386757161.pdf","grobid_xml":"https://content.openalex.org/works/W4386757161.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1970569592","https://openalex.org/W2047257058","https://openalex.org/W2141115795","https://openalex.org/W2488113179","https://openalex.org/W2956281901","https://openalex.org/W2960145016","https://openalex.org/W2965544063","https://openalex.org/W3035461111","https://openalex.org/W3118813946","https://openalex.org/W4298326929"],"related_works":["https://openalex.org/W2071949039","https://openalex.org/W2148525144","https://openalex.org/W2779621916","https://openalex.org/W1991092611","https://openalex.org/W1813318416","https://openalex.org/W4237274094","https://openalex.org/W3173715284","https://openalex.org/W2788844524","https://openalex.org/W1554508209","https://openalex.org/W2780301035"],"abstract_inverted_index":{"In":[0],"the":[1,43,77,88],"past":[2],"two":[3],"decades,":[4],"research":[5,50,61,69,82,97],"in":[6,17,24],"visual":[7],"analytics":[8],"(VA)":[9],"applications":[10],"has":[11],"made":[12],"tremendous":[13],"progress,":[14],"not":[15],"just":[16],"terms":[18],"of":[19,47,79],"scientific":[20,101],"contributions,":[21],"but":[22],"also":[23],"real-world":[25],"impact":[26],"across":[27],"wide-ranging":[28],"domains":[29],"including":[30,116],"bioinformatics,":[31],"urban":[32],"analytics,":[33],"and":[34,45,62,72,83,90,103,105,120,126,132],"explainable":[35],"AI.":[36],"Despite":[37],"these":[38],"success":[39],"stories,":[40],"questions":[41],"on":[42],"rigor":[44,89,104],"value":[46,91],"VA":[48,67,80,134],"application":[49,68,81],"have":[51],"emerged":[52],"as":[53],"a":[54,60,96],"grand":[55],"challenge.":[56],"This":[57],"article":[58],"outlines":[59],"development":[63],"agenda":[64,108],"for":[65,99],"making":[66],"more":[70,130],"rigorous":[71,131],"impactful.":[73],"We":[74,122],"first":[75],"analyze":[76],"characteristics":[78],"explain":[84],"how":[85],"they":[86],"cause":[87],"problem.":[92],"Next,":[93],"we":[94],"propose":[95],"ecosystem":[98],"improving":[100],"value,":[102],"outline":[106],"an":[107],"with":[109],"12":[110],"open":[111],"challenges":[112],"spanning":[113],"four":[114],"areas,":[115],"foundation,":[117],"methodology,":[118],"application,":[119],"community.":[121],"encourage":[123],"discussions,":[124],"debates,":[125],"innovative":[127],"efforts":[128],"toward":[129],"impactful":[133],"research.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
