{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,25]],"date-time":"2025-09-25T13:53:27Z","timestamp":1758808407761,"version":"3.37.3"},"reference-count":42,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100001821","name":"Vienna Science and Technology Fund","doi-asserted-by":"publisher","award":["ICT19-047"],"award-info":[{"award-number":["ICT19-047"]}],"id":[{"id":"10.13039\/501100001821","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Research Cluster"},{"name":"TU Wien","award":["#880883"],"award-info":[{"award-number":["#880883"]}]},{"DOI":"10.13039\/501100002428","name":"Austrian Science Fund","doi-asserted-by":"publisher","award":["P31419-N31 (KnoVA)"],"award-info":[{"award-number":["P31419-N31 (KnoVA)"]}],"id":[{"id":"10.13039\/501100002428","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2022,12,1]]},"DOI":"10.1109\/tvcg.2021.3094870","type":"journal-article","created":{"date-parts":[[2021,7,7]],"date-time":"2021-07-07T20:05:38Z","timestamp":1625688338000},"page":"4570-4581","source":"Crossref","is-referenced-by-count":14,"title":["Show Me Your Face: Towards an Automated Method to Provide Timely Guidance in Visual Analytics"],"prefix":"10.1109","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1198-567X","authenticated-orcid":false,"given":"Davide","family":"Ceneda","sequence":"first","affiliation":[{"name":"TU Wien, Vienna, Austria"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2008-3651","authenticated-orcid":false,"given":"Alessio","family":"Arleo","sequence":"additional","affiliation":[{"name":"TU Wien, Vienna, Austria"}]},{"given":"Theresia","family":"Gschwandtner","sequence":"additional","affiliation":[{"name":"TU Wien, Vienna, Austria"}]},{"given":"Silvia","family":"Miksch","sequence":"additional","affiliation":[{"name":"TU Wien, Vienna, Austria"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1504\/IJLT.2009.028805"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-7138-7"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2006.70"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13678"},{"key":"ref31","first-page":"71","article-title":"Instant messaging: Effects of relevance and timing","author":"czerwinski","year":"2000","journal-title":"Proc Int Conf Hum -Comput Interact People Computers XIV"},{"key":"ref30","first-page":"343","article-title":"Vista: Integrating machine intelligence with visualization to support the investigation of think-aloud sessions","volume":"26","author":"fan","year":"2020","journal-title":"IEEE Trans Vis Comput Graphics"},{"article-title":"Model evaluation, model selection, and algorithm selection in machine learning","year":"2018","author":"raschka","key":"ref37"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref35","first-page":"682","article-title":"Using the nystr&#x00F6;m method to speed up kernel machines","author":"williams","year":"2001","journal-title":"Proc Int Conf Neural Inf Process"},{"key":"ref34","first-page":"18","article-title":"Classification and regression by randomforest","volume":"2","author":"liaw","year":"2002","journal-title":"R News"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2008.174"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3382507.3418828"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/1502650.1502695"},{"key":"ref12","first-page":"823","article-title":"Classifying facial action","author":"bartlett","year":"1996","journal-title":"Proc Int Conf Neural Inf Process"},{"journal-title":"The Nature of Emotion Fundamental Questions","year":"1994","author":"ekman","key":"ref13"},{"key":"ref14","first-page":"265","article-title":"The emergence of human emotions","volume":"2","author":"lewis","year":"2000","journal-title":"Handbook of Emotions"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACII.2013.33"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-36763-2_42"},{"key":"ref17","first-page":"184","article-title":"How important is the &#x201C;mental map","author":"purchase","year":"2006","journal-title":"Graph Drawing"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"724","DOI":"10.1016\/j.ijhcs.2007.02.003","article-title":"Automatic prediction of frustration","volume":"65","author":"kapoor","year":"2007","journal-title":"Int J Hum -Comput Stud"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.visinf.2019.10.005"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3377325.3377517"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598468"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/964442.964514"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/302979.303030"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2011.5771418"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2015.7347625"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13730"},{"key":"ref8","first-page":"19","article-title":"Guidance or no guidance? A decision tree can help","author":"ceneda","year":"2018","journal-title":"Proc Eurographics Workshop Vis Anal"},{"key":"ref7","article-title":"Guided visual exploration of cyclical patterns in time-series","author":"ceneda","year":"2018","journal-title":"Proc IEEE Symp Vis Data Sci"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.2307\/249441"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/VISUAL.1997.663889"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/IV.2006.31"},{"journal-title":"Facial action coding system investigator's guide","year":"1978","author":"ekman","key":"ref20"},{"key":"ref22","article-title":"Facial action coding system: The manual on CD-ROM. Instructor's guide","author":"ekman","year":"2002","journal-title":"Netw Inf Res Co"},{"journal-title":"FACS Investigator's Guide","year":"2002","author":"ekman","key":"ref21"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2009.6"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/985692.985715"},{"key":"ref41","first-page":"2529","article-title":"Predicting confusion in information visualization from eye tracking and interaction data","author":"lall\u00e9","year":"2016","journal-title":"Proc Int Joint Conf Artif Intell"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2018.00019"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174165"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3123024.3124556"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/2945\/9930678\/09477191.pdf?arnumber=9477191","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,6]],"date-time":"2022-12-06T23:40:51Z","timestamp":1670370051000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9477191\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,1]]},"references-count":42,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/tvcg.2021.3094870","relation":{},"ISSN":["1077-2626","1941-0506","2160-9306"],"issn-type":[{"type":"print","value":"1077-2626"},{"type":"electronic","value":"1941-0506"},{"type":"electronic","value":"2160-9306"}],"subject":[],"published":{"date-parts":[[2022,12,1]]}}}