{"id":"https://openalex.org/W3181598536","doi":"https://doi.org/10.1109/tvcg.2021.3094870","title":"Show Me Your Face: Towards an Automated Method to Provide Timely Guidance in Visual Analytics","display_name":"Show Me Your Face: Towards an Automated Method to Provide Timely Guidance in Visual Analytics","publication_year":2021,"publication_date":"2021-07-07","ids":{"openalex":"https://openalex.org/W3181598536","doi":"https://doi.org/10.1109/tvcg.2021.3094870","mag":"3181598536","pmid":"https://pubmed.ncbi.nlm.nih.gov/34232881"},"language":"en","primary_location":{"id":"doi:10.1109/tvcg.2021.3094870","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tvcg.2021.3094870","pdf_url":"https://ieeexplore.ieee.org/ielx7/2945/9930678/09477191.pdf","source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/2945/9930678/09477191.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029173221","display_name":"Davide Ceneda","orcid":"https://orcid.org/0000-0003-1198-567X"},"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":true,"raw_author_name":"Davide Ceneda","raw_affiliation_strings":["TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019161245","display_name":"Alessio Arleo","orcid":"https://orcid.org/0000-0003-2008-3651"},"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":"Alessio Arleo","raw_affiliation_strings":["TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079997473","display_name":"Theresia Gschwandtner","orcid":"https://orcid.org/0000-0002-9555-3374"},"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":"Theresia Gschwandtner","raw_affiliation_strings":["TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"last","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"],"affiliations":[{"raw_affiliation_string":"TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5029173221"],"corresponding_institution_ids":["https://openalex.org/I145847075"],"apc_list":null,"apc_paid":null,"fwci":6.5554,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96454531,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"28","issue":"12","first_page":"4570","last_page":"4581"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.9991999864578247,"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"}},"topics":[{"id":"https://openalex.org/T12607","display_name":"Personal Information Management and User Behavior","score":0.9991999864578247,"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10799","display_name":"Data Visualization and Analytics","score":0.9846000075340271,"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/computer-science","display_name":"Computer science","score":0.8579993844032288},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.660473108291626},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.598540186882019},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.579613983631134},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5212048292160034},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5204615592956543},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5088894367218018},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5045081377029419},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4697345197200775},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.4622042179107666},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.4237535297870636},{"id":"https://openalex.org/keywords/facial-expression","display_name":"Facial expression","score":0.41632241010665894},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.2786831557750702}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8579993844032288},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.660473108291626},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.598540186882019},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.579613983631134},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5212048292160034},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5204615592956543},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5088894367218018},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5045081377029419},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4697345197200775},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.4622042179107666},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4237535297870636},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.41632241010665894},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2786831557750702},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003196","descriptor_name":"Computer Graphics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005149","descriptor_name":"Facial Expression","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tvcg.2021.3094870","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tvcg.2021.3094870","pdf_url":"https://ieeexplore.ieee.org/ielx7/2945/9930678/09477191.pdf","source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},{"id":"pmid:34232881","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34232881","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 transactions on visualization and computer graphics","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/tvcg.2021.3094870","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tvcg.2021.3094870","pdf_url":"https://ieeexplore.ieee.org/ielx7/2945/9930678/09477191.pdf","source":{"id":"https://openalex.org/S84775595","display_name":"IEEE Transactions on Visualization and Computer Graphics","issn_l":"1077-2626","issn":["1077-2626","1941-0506","2160-9306"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Visualization and Computer Graphics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1788644651","display_name":null,"funder_award_id":"P31419-N31","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"},{"id":"https://openalex.org/G1825823215","display_name":null,"funder_award_id":"ICT19-047","funder_id":"https://openalex.org/F4320321003","funder_display_name":"Vienna Science and Technology Fund"},{"id":"https://openalex.org/G8829136833","display_name":null,"funder_award_id":"P31419-N31 (KnoVA)","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"}],"funders":[{"id":"https://openalex.org/F4320321003","display_name":"Vienna Science and Technology Fund","ror":"https://ror.org/01f9mc681"},{"id":"https://openalex.org/F4320321181","display_name":"Austrian Science Fund","ror":"https://ror.org/013tf3c58"},{"id":"https://openalex.org/F4320322839","display_name":"Technische Universit\u00e4t Wien","ror":"https://ror.org/04d836q62"},{"id":"https://openalex.org/F4320323031","display_name":"\u00d6sterreichische Forschungsf\u00f6rderungsgesellschaft","ror":"https://ror.org/028jc0449"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3181598536.pdf","grobid_xml":"https://content.openalex.org/works/W3181598536.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W60565381","https://openalex.org/W273955616","https://openalex.org/W1480715147","https://openalex.org/W1520587064","https://openalex.org/W1575023497","https://openalex.org/W1973003216","https://openalex.org/W1975205153","https://openalex.org/W1987135115","https://openalex.org/W1991207010","https://openalex.org/W2034009865","https://openalex.org/W2036625316","https://openalex.org/W2049456899","https://openalex.org/W2059216172","https://openalex.org/W2096373083","https://openalex.org/W2116310307","https://openalex.org/W2127020419","https://openalex.org/W2127429655","https://openalex.org/W2148143831","https://openalex.org/W2171036274","https://openalex.org/W2189401668","https://openalex.org/W2487770199","https://openalex.org/W2488113179","https://openalex.org/W2574075402","https://openalex.org/W2750813892","https://openalex.org/W2796288789","https://openalex.org/W2807126412","https://openalex.org/W2889298793","https://openalex.org/W2948894190","https://openalex.org/W2961269636","https://openalex.org/W2969525524","https://openalex.org/W2983835163","https://openalex.org/W3010016343","https://openalex.org/W3010842885","https://openalex.org/W3093919292","https://openalex.org/W4253310627","https://openalex.org/W4289293306","https://openalex.org/W6602484193","https://openalex.org/W6610017368","https://openalex.org/W6677514237","https://openalex.org/W6754031960","https://openalex.org/W6756223733","https://openalex.org/W6767328469","https://openalex.org/W6774338010"],"related_works":["https://openalex.org/W3041760129","https://openalex.org/W3128164181","https://openalex.org/W3145125923","https://openalex.org/W4287778990","https://openalex.org/W1599227063","https://openalex.org/W2981233016","https://openalex.org/W2097050362","https://openalex.org/W2600810747","https://openalex.org/W1819003847","https://openalex.org/W2854025893"],"abstract_inverted_index":{"Providing":[0],"guidance":[1,20,82,92,142,199,232,244],"during":[2,102,159],"a":[3,50,53,75,123,127,132,196,229,237],"Visual":[4],"Analytics":[5],"session":[6],"can":[7],"support":[8],"analysts":[9,158],"in":[10,37,80,99,172,226,245],"pursuing":[11],"their":[12,160,169],"goals":[13],"more":[14],"efficiently.":[15],"However,":[16],"the":[17,26,42,47,59,89,95,103,117,147,153,174,201],"effectiveness":[18],"of":[19,34,58,91,146,176,198,216,231],"depends":[21],"on":[22,168,200],"many":[23],"factors:":[24],"Determining":[25],"right":[27,43],"timing":[28,44],"to":[29,77,137,140,144,187,194,239],"provide":[30,141],"it":[31],"is":[32,83,87,223,233],"one":[33],"them.":[35],"Although":[36],"complex":[38],"analysis":[39,57,212],"scenarios":[40],"choosing":[41],"could":[45,112],"make":[46],"difference":[48],"between":[49],"dependable":[51],"and":[52,106,131,162,203,242],"superfluous":[54],"guidance,":[55],"an":[56],"literature":[60],"suggests":[61],"that":[62,88,109,181,220],"this":[63,71],"problem":[64],"did":[65],"not":[66],"receive":[67],"enough":[68],"attention.":[69],"In":[70],"paper,":[72],"we":[73,107,179],"describe":[74],"methodology":[76,206,222],"determine":[78],"moments":[79,111],"which":[81,235],"needed.":[84],"Our":[85],"assumption":[86],"need":[90,175,197,230],"would":[93],"influence":[94],"user":[96,148],"state-of-mind,":[97],"as":[98],"distress":[100],"situations":[101],"analytical":[104],"process,":[105],"hypothesize":[108],"such":[110],"be":[113],"identified":[114],"by":[115,126,155,182],"analyzing":[116],"user's":[118],"facial":[119,128,149,165],"expressions.":[120,150],"We":[121,151],"propose":[122],"framework":[124],"composed":[125],"recognition":[129],"software":[130],"machine":[133],"learning":[134],"model":[135,154],"trained":[136,152],"detect":[138,195],"when":[139,228],"according":[143],"changes":[145],"interviewing":[156],"eight":[157],"work":[161],"ranked":[163],"multiple":[164],"features":[166],"based":[167],"relative":[170],"importance":[171],"determining":[173,227],"guidance.":[177],"Finally,":[178],"show":[180,219],"applying":[183],"only":[184],"minor":[185],"modifications":[186],"its":[188],"architecture,":[189],"our":[190,205,217,221],"prototype":[191],"was":[192],"able":[193],"fly":[202],"made":[204],"well":[207],"suited":[208],"also":[209],"for":[210],"real-time":[211],"sessions.":[213],"The":[214],"results":[215],"evaluations":[218],"indeed":[224],"effective":[225,243],"present,":[234],"constitutes":[236],"prerequisite":[238],"providing":[240],"timely":[241],"VA.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
