{"id":"https://openalex.org/W4399441535","doi":"https://doi.org/10.1007/s00371-024-03435-x","title":"A workflow to systematically design uncertainty-aware visual analytics applications","display_name":"A workflow to systematically design uncertainty-aware visual analytics applications","publication_year":2024,"publication_date":"2024-06-07","ids":{"openalex":"https://openalex.org/W4399441535","doi":"https://doi.org/10.1007/s00371-024-03435-x"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-024-03435-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03435-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03435-x.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03435-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000856308","display_name":"Robin G. C. Maack","orcid":"https://orcid.org/0000-0002-2414-3351"},"institutions":[{"id":"https://openalex.org/I4387152675","display_name":"Rheinland-Pf\u00e4lzische Technische Universit\u00e4t Kaiserslautern-Landau","ror":"https://ror.org/01qrts582","country_code":"DE","type":"education","lineage":["https://openalex.org/I4387152675"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Robin G. C. Maack","raw_affiliation_strings":["RPTU Kaiserslautern-Landau, Kaiserslautern, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RPTU Kaiserslautern-Landau, Kaiserslautern, Germany","institution_ids":["https://openalex.org/I4387152675"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008966133","display_name":"Felix Raith","orcid":"https://orcid.org/0000-0002-3505-6130"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Raith","raw_affiliation_strings":["Leipzig University, Leipzig, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University, Leipzig, Germany","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023703431","display_name":"Juan F. P\u00e9rez","orcid":"https://orcid.org/0000-0003-4732-1621"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Juan F. P\u00e9rez","raw_affiliation_strings":["Center for Optimization and Applied Probability (COPA), Universidad de los Andes, Bogot\u00e1, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Optimization and Applied Probability (COPA), Universidad de los Andes, Bogot\u00e1, Colombia","institution_ids":["https://openalex.org/I162096671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029336209","display_name":"Gerik Scheuermann","orcid":"https://orcid.org/0000-0001-5200-8870"},"institutions":[{"id":"https://openalex.org/I926574661","display_name":"Leipzig University","ror":"https://ror.org/03s7gtk40","country_code":"DE","type":"education","lineage":["https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gerik Scheuermann","raw_affiliation_strings":["Leipzig University, Leipzig, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Leipzig University, Leipzig, Germany","institution_ids":["https://openalex.org/I926574661"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056440494","display_name":"Christina Gillmann","orcid":"https://orcid.org/0000-0001-6684-5071"},"institutions":[{"id":"https://openalex.org/I33256026","display_name":"German Research Centre for Artificial Intelligence","ror":"https://ror.org/01ayc5b57","country_code":"DE","type":"funder","lineage":["https://openalex.org/I33256026"]},{"id":"https://openalex.org/I4401726909","display_name":"Center for Scalable Data Analytics and Artificial Intelligence","ror":"https://ror.org/01t4ttr56","country_code":"DE","type":"education","lineage":["https://openalex.org/I4401726909","https://openalex.org/I78650965","https://openalex.org/I926574661"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christina Gillmann","raw_affiliation_strings":["Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI), Leipzig, Germany"],"raw_orcid":"https://orcid.org/0009-0005-9087-205X","affiliations":[{"raw_affiliation_string":"Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI), Leipzig, Germany","institution_ids":["https://openalex.org/I33256026","https://openalex.org/I4401726909"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056440494"],"corresponding_institution_ids":["https://openalex.org/I33256026","https://openalex.org/I4401726909"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.2044,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.44169389,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"41","issue":"3","first_page":"1485","last_page":"1498"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9585000276565552,"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":0.949999988079071,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.8835136890411377},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.8650132417678833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7702496647834778},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7359188199043274},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.7355139851570129},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6125847101211548},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5726520419120789},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5685992240905762},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.4528731107711792},{"id":"https://openalex.org/keywords/interactive-visual-analysis","display_name":"Interactive visual analysis","score":0.45040589570999146},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3205759525299072},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.2994439899921417},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.24760010838508606},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12718576192855835}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8835136890411377},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.8650132417678833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7702496647834778},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7359188199043274},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.7355139851570129},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6125847101211548},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5726520419120789},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5685992240905762},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.4528731107711792},{"id":"https://openalex.org/C99740376","wikidata":"https://www.wikidata.org/wiki/Q17092520","display_name":"Interactive visual analysis","level":4,"score":0.45040589570999146},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3205759525299072},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2994439899921417},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.24760010838508606},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12718576192855835},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00371-024-03435-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03435-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03435-x.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00371-024-03435-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03435-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03435-x.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7300000190734863}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325298","display_name":"Universit\u00e4t Leipzig","ror":"https://ror.org/03s7gtk40"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399441535.pdf"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W20538196","https://openalex.org/W105489431","https://openalex.org/W1914475855","https://openalex.org/W1959365993","https://openalex.org/W1965305253","https://openalex.org/W1992715678","https://openalex.org/W2023346231","https://openalex.org/W2034726669","https://openalex.org/W2044988964","https://openalex.org/W2137184377","https://openalex.org/W2514018346","https://openalex.org/W2528599684","https://openalex.org/W2766945679","https://openalex.org/W2795449503","https://openalex.org/W2798167524","https://openalex.org/W2810874430","https://openalex.org/W2816876164","https://openalex.org/W2900908673","https://openalex.org/W2908919443","https://openalex.org/W2911745630","https://openalex.org/W2942992140","https://openalex.org/W2945191949","https://openalex.org/W2952667803","https://openalex.org/W2958512644","https://openalex.org/W2967241380","https://openalex.org/W3035461111","https://openalex.org/W3083406432","https://openalex.org/W3168379310","https://openalex.org/W3196403297","https://openalex.org/W4242014481","https://openalex.org/W4290761181","https://openalex.org/W4293697469","https://openalex.org/W4312161565","https://openalex.org/W4378746166","https://openalex.org/W4383894373","https://openalex.org/W4385977574"],"related_works":["https://openalex.org/W4367333290","https://openalex.org/W3149127250","https://openalex.org/W2158984754","https://openalex.org/W2143428259","https://openalex.org/W4246764483","https://openalex.org/W2116732611","https://openalex.org/W2126824079","https://openalex.org/W2080934634","https://openalex.org/W2564956852","https://openalex.org/W2597787696"],"abstract_inverted_index":{"Abstract":[0],"Visual":[1],"analytics":[2,108],"(VA)":[3],"is":[4,44],"a":[5,95],"paradigm":[6],"for":[7],"insight":[8,43],"generation":[9],"by":[10,18,67],"using":[11],"visual":[12,107],"analysis":[13],"techniques":[14],"and":[15,23,84,129],"automated":[16],"reasoning":[17],"transforming":[19],"data":[20,36],"into":[21,34,104],"hypotheses":[22],"visualization":[24],"to":[25,37,51,55,87,98],"extract":[26],"new":[27],"insights.":[28],"The":[29],"insights":[30],"are":[31,80],"fed":[32],"back":[33],"the":[35,41,74,100,125,130],"enhance":[38],"it":[39],"until":[40],"desired":[42],"found.":[45],"Many":[46],"applications":[47,121],"use":[48],"this":[49],"principle":[50],"provide":[52,94],"meaningful":[53],"mechanisms":[54],"assist":[56],"decision-makers":[57],"in":[58,90],"achieving":[59],"their":[60],"goals.":[61],"This":[62],"process":[63],"can":[64,71],"be":[65],"affected":[66],"various":[68],"uncertainties":[69],"that":[70],"interfere":[72],"with":[73],"user":[75],"decision-making":[76],"process.":[77],"Currently,":[78],"there":[79],"no":[81],"methodical":[82],"description":[83],"handling":[85],"tool":[86],"include":[88],"uncertainty":[89],"VA":[91,102],"systematically.":[92],"We":[93],"unified":[96],"workflow":[97],"transform":[99],"classic":[101],"cycle":[103,110,127],"an":[105],"uncertainty-aware":[106],"(UAVA)":[109],"consisting":[111],"of":[112,124],"five":[113],"steps.":[114],"To":[115],"prove":[116],"its":[117],"usability,":[118],"three":[119],"real-world":[120],"represent":[122],"examples":[123],"UAVA":[126],"implementation":[128],"described":[131],"workflow.":[132]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}