{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T01:38:25Z","timestamp":1782783505758,"version":"3.54.5"},"reference-count":100,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014,10]]},"DOI":"10.1109\/vast.2014.7042476","type":"proceedings-article","created":{"date-parts":[[2015,2,18]],"date-time":"2015-02-18T00:22:58Z","timestamp":1424218978000},"page":"3-12","source":"Crossref","is-referenced-by-count":39,"title":["Towards interactive, intelligent, and integrated multimedia analytics"],"prefix":"10.1109","author":[{"given":"Jan","family":"Zahalka","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marcel","family":"Worring","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/1357054.1357327"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.21"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/1386352.1386422"},{"key":"ref32","article-title":"Text, speech and vision for video segmentation: The Informedia project","author":"hauptmann","year":"1995","journal-title":"AAAI Symp Compu Mod for Int Lang and Vis"},{"key":"ref31","author":"hastie","year":"2009","journal-title":"The Elements of Statistical Learning Data Mining Inference and Prediction"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9280.2007.02027.x"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5540039"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/1178677.1178692"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2008.916364"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1162\/neco.2006.18.7.1527"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2005.850960"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2004.1315274"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1057\/ivs.2008.28"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2010.66"},{"key":"ref22","first-page":"1008","article-title":"Longterm incremental web-supervised learning of visual concepts via random savannas","volume":"14","author":"ewerth","year":"2012","journal-title":"TMM"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.2517-6161.1977.tb01600.x","article-title":"Maximum likelihood from incomplete data via the EM algorithm","volume":"39","author":"dempster","year":"1977","journal-title":"J Royal Statistical Society Ser B"},{"key":"ref24","first-page":"1228","article-title":"Visualizing natural image statistics","volume":"19","author":"fang","year":"2013","journal-title":"TVCG"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/1460096.1460155"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2009.167"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2005.10.010"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1007\/s00530-002-0070-3"},{"key":"ref50","first-page":"2136","article-title":"Codemaps: Segment, classify and search objects locally","author":"li","year":"2010","journal-title":"IEEE Int Conf on Comp Vision"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/1026711.1026726"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2004.1262340"},{"key":"ref58","author":"mey","year":"2001","journal-title":"Pragmatics An Introduction"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/2536798"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2013.168"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/1121949.1121979"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2007.4389003"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.1999.790410"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.1982.1056489"},{"key":"ref40","article-title":"Mastering The Information Age - Solving Problems with Visual Analytics","author":"keim","year":"2010","journal-title":"EUROGRAPHICS"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1037\/0033-295X.94.2.115"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/502356.502359"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2008.4587598"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2013.89"},{"key":"ref8","article-title":"Interactive visual comparison of multimedia data through type-specific views","author":"burtner","year":"2013","journal-title":"SPIE VDA"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2010.136"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/2324796.2324801"},{"key":"ref9","article-title":"Annotating collections of photos using hierarchical event and scene models","author":"cao","year":"2008","journal-title":"In CVPR"},{"key":"ref46","first-page":"255","article-title":"Convolutional networks for images, speech and time series","author":"lecun","year":"1995","journal-title":"The Handbook of Brain Theory and Neural Networks"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2006.68"},{"key":"ref48","first-page":"1","article-title":"Learning social tag relevance by neighbor voting","volume":"11","author":"li","year":"2009","journal-title":"TMM"},{"key":"ref47","doi-asserted-by":"crossref","first-page":"1251","DOI":"10.1109\/TPAMI.2006.156","article-title":"Confidence-based active learning","volume":"28","author":"li","year":"2006","journal-title":"TPAMI"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2012.6248026"},{"key":"ref41","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1007\/978-3-540-71080-6_6","article-title":"Visual analytics: Scope and challenges","author":"keim","year":"2008","journal-title":"Visual Data Mining Theory Techniques and Tools for Visual Analytics"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206594"},{"key":"ref43","article-title":"ImageNet classification with deep convolutional neural networks","author":"krizhevsky","year":"2012","journal-title":"In NIPS"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1109\/34.895972"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2003.1238663"},{"key":"ref71","article-title":"Active learning literature survey","author":"settles","year":"2009","journal-title":"Computer Sciences Technical Report 1648"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/34.790428"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1145\/2492208"},{"key":"ref77","first-page":"2264","article-title":"Robust Boltzmann machines for recognition and denoising","author":"tang","year":"2012","journal-title":"In CVPR"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2010.183"},{"key":"ref75","article-title":"Concept-based video retrieval","author":"snoek","year":"2009","journal-title":"Foundations and Trends\ufffd in Information Retrieval"},{"key":"ref78","article-title":"Illuminating the Path: The Research and Development Agenda for Visual Analytics","author":"thomas","year":"2005","journal-title":"Computer Society"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1145\/500156.500159"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvlc.2006.09.002"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2006.70"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2007.906586"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1023\/A:1011139631724"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5540009"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1057\/ivs.2009.22"},{"key":"ref66","article-title":"The sensemaking process and leverage points for analyst technology as identified through cognitive task analysis","author":"pirolli","year":"2005","journal-title":"In Int Conf Intel Analysis"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2007.70541"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1145\/1743384.1743440"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1145\/365024.365097"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2007.09.014"},{"key":"ref1","first-page":"111","article-title":"Low-level components of analytic activity in information visualization","author":"amar","year":"2005","journal-title":"Infovis"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1145\/1377966.1377971"},{"key":"ref94","first-page":"1224","article-title":"Toward a deeper understanding of the role of interaction in information visualization","volume":"13","author":"yi","year":"2007","journal-title":"TVCG"},{"key":"ref93","first-page":"32","article-title":"Newdle: Interactive visual exploration of large online news collections","volume":"30","author":"yang","year":"2010","journal-title":"TCGA"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1109\/VAST.2006.261425"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1145\/1101149.1101338"},{"key":"ref90","article-title":"Multimedia pivot tables","author":"worring","year":"2013","journal-title":"VAST"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1145\/2490823"},{"key":"ref99","first-page":"1-11","article-title":"Small sample learning during multimedia retrieval using BiasMap","author":"zhou","year":"2001","journal-title":"In CVPR"},{"key":"ref96","author":"zah\u00e1lka","year":"0","journal-title":"Multimedia Analytics Article Library"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1145\/1386352.1386442"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.61"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/1816041.1816091"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/9780262033589.001.0001"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/MCG.2010.92"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/BF00994018"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2005.177"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206705"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/1348246.1348248"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1145\/1386352.1386440"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2009.2037388"},{"key":"ref84","first-page":"1903","article-title":"Simultaneous image classification and annotation","author":"wang","year":"2009","journal-title":"In CVPR"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/2379790.2379793"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2010.5540055"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2013.2237894"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2009.154"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1145\/2393347.2393392"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-8659.2012.03120.x"},{"key":"ref86","first-page":"1483","article-title":"AnnoSearch: Image auto-annotation by search","author":"wang","year":"2006","journal-title":"In CVPR"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2008.125"},{"key":"ref88","first-page":"235","article-title":"Easy categorization of large image collections by automatic analysis and information visualization","author":"worring","year":"2013","journal-title":"In Class & Vis Int UDC Sem"}],"event":{"name":"2014 IEEE Conference on Visual Analytics Science and Technology (VAST)","location":"Paris, France","start":{"date-parts":[[2014,10,25]]},"end":{"date-parts":[[2014,10,31]]}},"container-title":["2014 IEEE Conference on Visual Analytics Science and Technology (VAST)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/7027279\/7042473\/07042476.pdf?arnumber=7042476","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,19]],"date-time":"2025-05-19T15:50:50Z","timestamp":1747669850000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/7042476\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,10]]},"references-count":100,"URL":"https:\/\/doi.org\/10.1109\/vast.2014.7042476","relation":{},"subject":[],"published":{"date-parts":[[2014,10]]}}}