{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T12:46:19Z","timestamp":1780058779228,"version":"3.54.0"},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"1-2","license":[{"start":{"date-parts":[[2012,8,10]],"date-time":"2012-08-10T00:00:00Z","timestamp":1344556800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Multimodal User Interfaces"],"published-print":{"date-parts":[[2013,3]]},"DOI":"10.1007\/s12193-012-0107-7","type":"journal-article","created":{"date-parts":[[2012,8,9]],"date-time":"2012-08-09T20:23:40Z","timestamp":1344543820000},"page":"143-155","source":"Crossref","is-referenced-by-count":17,"title":["The LDOS-PerAff-1 corpus of facial-expression video clips with affective, personality and user-interaction metadata"],"prefix":"10.1007","volume":"7","author":[{"given":"Marko","family":"Tkal\u010di\u010d","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrej","family":"Ko\u0161ir","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jurij","family":"Tasi\u010d","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2012,8,10]]},"reference":[{"key":"107_CR1","doi-asserted-by":"crossref","unstructured":"Adomavicius G, Tuzhilin A (2005) Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions. IEEE Transact Knowl Data Eng 17(6):734\u2013749. doi: 10.1109\/TKDE.2005.99 . http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=1423975","DOI":"10.1109\/TKDE.2005.99"},{"key":"107_CR2","unstructured":"Arapakis I (2010) Affect-Based information retrieval. Ph.D. thesis, University of Glasgow. http:\/\/theses.gla.ac.uk\/1867\/01\/2010arapakisphd.pdf"},{"key":"107_CR3","doi-asserted-by":"crossref","unstructured":"Bartlett MS, Littlewort GC, Frank MG, LainscsekC, Fasel IR, Movellan JR (2006) Automatic recognition of facial actions in spontaneous expressions. J Multimed 1(6):22\u201335. doi: 10.4304\/jmm.1.6.22-35 . http:\/\/ojs.academypublisher.com\/index.php\/jmm\/article\/view\/2125","DOI":"10.4304\/jmm.1.6.22-35"},{"key":"107_CR4","doi-asserted-by":"crossref","unstructured":"Bradley M, Lang Coan J, Allen J (2007) The international affective picture system (IAPS) in the study of emotion and attention. In: Handbook of emotion elicitation and assessment, pp 29\u201346. http:\/\/books.google.com.au\/books?id=kE1sDDGduWUC&pg=PA29&source=gbs_toc_r&cad=0_0","DOI":"10.1093\/oso\/9780195169157.003.0003"},{"key":"107_CR5","doi-asserted-by":"crossref","unstructured":"Fleiss J (1971) Measuring nominal scale agreement among many raters. Psychol Bull 76(5):378. http:\/\/psycnet.apa.org\/journals\/bul\/76\/5\/378\/","DOI":"10.1037\/h0031619"},{"key":"107_CR6","unstructured":"Funk S (2006) Netflix update: try this at home. http:\/\/sifter.org\/simon\/journal\/20061211.html"},{"key":"107_CR7","doi-asserted-by":"crossref","unstructured":"Goldberg L, Johnson J, Eber H, Hogan R, Ashton M, Cloninger C, Gough H (2006) The international personality item pool and the future of public-domain personality measures. J Res Personal 40(1):84\u201396. doi: 10.1016\/j.jrp. 2005.08.007 . http:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0092656605000553","DOI":"10.1016\/j.jrp.2005.08.007"},{"key":"107_CR8","doi-asserted-by":"crossref","unstructured":"Goldberg LR (1998) What is beyond the big five? J Pers 66(4):495\u2013524. doi: 10.1111\/1467-6494.00022 . http:\/\/doi.wiley.com\/10.1111\/1467-6494.00022","DOI":"10.1111\/1467-6494.00022"},{"key":"107_CR9","doi-asserted-by":"crossref","unstructured":"Gonzalez G, de la Rosa JL, Montaner M, Delfin S (2007) Embedding emotional context in recommender systems. In: 2007 IEEE 23rd international conference on data engineering workshop, pp 845\u2013852. doi: 10.1109\/ICDEW.2007.4401075 . http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=4401075","DOI":"10.1109\/ICDEW.2007.4401075"},{"key":"107_CR10","doi-asserted-by":"crossref","unstructured":"Grimm M, Kroschel K, Harris H, Nass C, Schuller B, Rigoll G, Moosmayr T (2007) On the necessity and feasibility of detecting a driver\u2019s emotional state while driving. Affect comput intell interact 126\u2013138. http:\/\/www.springerlink.com\/index\/B034573151775330.pdf","DOI":"10.1007\/978-3-540-74889-2_12"},{"key":"107_CR11","doi-asserted-by":"crossref","unstructured":"Hu R, Pu P (2010) A study on user perception of personality-based recommender systems. User Model Adapt Pers 6075:291\u2013302. doi: 10.1007\/978-3-642-13470-8_27","DOI":"10.1007\/978-3-642-13470-8_27"},{"key":"107_CR12","unstructured":"Hu R, Pu P (2010) Using personality information in collaborative filtering for new users. Recommender systems and the social web 17. http:\/\/www.dcs.warwick.ac.uk\/~ssanand\/RSWeb_files\/Proceedings_RSWEB-10.pdf#page=23"},{"key":"107_CR13","unstructured":"John O, Srivastava S (1999) The big five trait taxonomy: history, measurement, and theoretical perspectives. In: Handbook of personality: theory and research, vol 2, pp 102\u2013138. http:\/\/books.google.com\/books?hl=en&lr=&id=b0yalwi1HDMC&oi=fnd&pg=PA102&dq=The+Big+Five+trait+taxonomy:+History,+measurement,+and+theoretical+perspectives&ots=752AK4ZvSj&sig=9FzJss22rcllAlbBbkIV7ELa1xU"},{"key":"107_CR14","doi-asserted-by":"crossref","unstructured":"Kahneman D (2003) A perspective on judgment and choice: mapping bounded rationality. Am Psychol 58(9):697\u2013720. doi: 10.1037\/0003-066X.58.9.697 . http:\/\/www.ncbi.nlm.nih.gov\/pubmed\/14584987","DOI":"10.1037\/0003-066X.58.9.697"},{"key":"107_CR15","doi-asserted-by":"crossref","unstructured":"Kanade T, Cohn J, Tian Y (2000) Comprehensive database for facial expression analysis. Automatic face and gesture recognition. In: Proceedings. Fourth IEEE international conference, pp 46\u201353. doi: 10.1109\/AFGR.2000.840611 . http:\/\/ieeexplore.ieee.org\/xpls\/abs_all.jsp?arnumber=840611","DOI":"10.1109\/AFGR.2000.840611"},{"key":"107_CR16","doi-asserted-by":"crossref","unstructured":"Koenigstein N, Dror G, Koren Y (2011) Yahoo! music recommendations. In: Proceedings of the fifth ACM conference on recommender systems\u2014RecSys \u201911, ACM Press, New York, p 165. doi: 10.1145\/2043932.2043964 . http:\/\/dl.acm.org\/citation.cfm?id=2043964 http:\/\/dl.acm.org\/citation.cfm?doid=2043932.2043964","DOI":"10.1145\/2043932.2043964"},{"key":"107_CR17","doi-asserted-by":"crossref","unstructured":"Koren Y (2010) Collaborative filtering with temporal dynamics. Commun ACM 53(4):89. doi: 10.1145\/1721654.1721677 . http:\/\/portal.acm.org\/citation.cfm?doid=1721654.1721677","DOI":"10.1145\/1721654.1721677"},{"key":"107_CR18","doi-asserted-by":"crossref","unstructured":"Koren Y, Bell R, Volinsky C (2009) Matrix factorization techniques for recommender systems. Computer 42(8):30\u201337. doi: 10.1109\/MC.2009.263 . http:\/\/ieeexplore.ieee.org\/xpl\/freeabs_all.jsp?arnumber=5197422","DOI":"10.1109\/MC.2009.263"},{"key":"107_CR19","doi-asserted-by":"crossref","unstructured":"Lang PJ, Bradley MM, Cuthbert BN (2005) International affective picture system (IAPS): affective ratings of pictures and instruction manual. Technical Report A-8. Tech. rep., University of Florida. http:\/\/www.phhp.ufl.edu\/csea\/Media.html","DOI":"10.1037\/t66667-000"},{"key":"107_CR20","doi-asserted-by":"crossref","unstructured":"Lehmann EL, Romano JP (2005) Testing statistical hypotheses. In: Springer texts in statistics. Springer, New York. doi: 10.1007\/0-387-27605-X . http:\/\/www.springer.com\/statistics\/statistical+theory+and+methods\/book\/978-0-387-98864-1http:\/\/www.springerlink.com\/index\/10.1007\/0-387-27605-X","DOI":"10.1007\/0-387-27605-X"},{"key":"107_CR21","doi-asserted-by":"crossref","unstructured":"Lucey P, Cohn JF, Kanade T, Saragih J, Ambadar Z, Matthews I (2010) The extended Cohn-Kanade Dataset (CK+): a complete dataset for action unit and emotion-specified expression. In: 2010 IEEE computer society conference on computer vision and pattern recognition\u2014Workshops (July), pp 94\u2013101. doi: 10.1109\/CVPRW.2010.5543262 . http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=5543262","DOI":"10.1109\/CVPRW.2010.5543262"},{"key":"107_CR22","doi-asserted-by":"crossref","unstructured":"McKeown G, Valstar M, Cowie R, Pantic M (2010) The SEMAINE corpus of emotionally coloured character interactions. In: Multimedia and Expo (ICME), 2010 IEEE international conference, pp 1079\u20131084. http:\/\/ieeexplore.ieee.org\/xpls\/abs_all.jsp?arnumber=5583006","DOI":"10.1109\/ICME.2010.5583006"},{"key":"107_CR23","doi-asserted-by":"crossref","unstructured":"McKeown G, Valstar M, Cowie R, Pantic M, Schroder M (2012) The SEMAINE database: annotated multimodal records of emotionally colored conversations between a person and a limited agent. IEEE Trans Affect Comput 3(1):5\u201317. doi:10.1109\/T-AFFC.2011.20. http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=5959155","DOI":"10.1109\/T-AFFC.2011.20"},{"key":"107_CR24","doi-asserted-by":"crossref","unstructured":"Miller BN, Albert I, Lam SK, Konstan JA, Riedl J (2003) MovieLens unplugged. In: Proceedings of the 8th international conference on Intelligent user interfaces\u2014IUI \u201903. ACM Press, New York, p 263. doi: 10.1145\/604045.604094 . http:\/\/portal.acm.org\/citation.cfm?doid=604045.604094","DOI":"10.1145\/604045.604094"},{"key":"107_CR25","doi-asserted-by":"crossref","unstructured":"Nicolaou MA, Gunes H, Pantic M (2011) Continuous prediction of spontaneous affect from multiple cues and modalities in valence\u2014arousal Space. IEEE Trans Affect Comput 1\u201315. doi: 10.1109\/T-AFFC.2011.9 . http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=5740839","DOI":"10.1109\/T-AFFC.2011.9"},{"key":"107_CR26","doi-asserted-by":"crossref","unstructured":"Pantic M, Valstar M, Rademaker R, Maat L (2005) Web-based database for facial expression analysis. In: 2005 IEEE international conference on multimedia and Expo, pp 317\u2013321. doi: 10.1109\/ICME.2005.1521424 . http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=1521424","DOI":"10.1109\/ICME.2005.1521424"},{"key":"107_CR27","doi-asserted-by":"crossref","unstructured":"Posner J, Russell JA, Peterson BS (2005) The circumplex model of affect: an integrative approach to affective neuroscience, cognitive development, and psychopathology. Dev Psychopathol 17(3):715\u201334. doi: 10.1017\/S0954579405050340 . http:\/\/www.pubmedcentral.nih.gov\/articlerender.fcgi?artid=2367156&tool=pmcentrez&rendertype=abstract","DOI":"10.1017\/S0954579405050340"},{"key":"107_CR28","doi-asserted-by":"crossref","unstructured":"Soleymani M, Davis J, Pun T (2009) A collaborative personalized affective video retrieval system. In: 2009 3rd international conference on affective computing and intelligent interaction and workshops, pp 1\u20132. doi: 10.1109\/ACII.2009.5349526 . http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=5349526","DOI":"10.1109\/ACII.2009.5349526"},{"key":"107_CR29","doi-asserted-by":"crossref","unstructured":"Tkal\u010di\u010d M, Burnik U, Ko\u0161ir A (2010) Using affective parameters in a content-based recommender system for images. User Model User Adapted Interact 20(4):279\u2013311. doi: 10.1007\/s11257-010-9079-z . http:\/\/www.springerlink.com\/content\/3l2p657572rt4j11\/http:\/\/www.springerlink.com\/index\/10.1007\/s11257-010-9079-z","DOI":"10.1007\/s11257-010-9079-z"},{"key":"107_CR30","unstructured":"Tkal\u010di\u010d M, Kunaver M, Ko\u0161ir A, Tasi\u010d J (2011) Addressing the new user problem with a personality based user similarity measure. In: Joint proceedings of the workshop on decision making and recommendation acceptance issues in recommender systems (DEMRA 2011) and the 2nd workshop on user models for motivational systems: the affective and the rational routes to persuasion (UMMS 2011). http:\/\/ceur-ws.org\/Vol-740\/UMMS2011_paper6.pdf"},{"key":"107_CR31","unstructured":"Tkal\u010di\u010d M, Kunaver M, Tasi\u010d J, Ko\u0161ir A (2009) Personality based user similarity measure for a collaborative recommender system. In: 5th workshop on emotion in human\u2013computer interaction\u2014real world challenges, p 30. http:\/\/slavnik.fe.uni-lj.si\/markot\/uploads\/Main\/2009_Tkalcic_HCI.pdf"},{"key":"107_CR32","unstructured":"Tkal\u010di\u010d M, Odi\u0107 A, Ko\u0161ir A, Tasi\u010d J (2010) Comparison of an emotion detection technique on posed and spontaneous datasets. In: Proceedings of the 19th ERK conference, Portoro\u017e"},{"key":"107_CR33","unstructured":"Tkal\u010di\u010d M, Odi\u0107 A, Ko\u0161ir A, Tasi\u010d J (2011) Impact of implicit and explicit affective labeling on a recommender system\u2019s performance. In: Joint proceedings of the workshop on decision making and recommendation acceptance issues in recommender systems (DEMRA 2011) and the 2nd workshop on user models for motivational systems: the affective and the rational routes to persuasion (UMMS 2011), p 112. http:\/\/ceur-ws.org\/Vol-740\/UMMS2011_paper7.pdf"},{"key":"107_CR34","unstructured":"Tkal\u010di\u010d M, Tasi\u010d J, Ko\u0161ir A (2009) Emotive and personality parameters in multimedia recommender systems. In: Affective computing and intelligent interaction proceedings of the doctoral consortium, p 33. http:\/\/slavnik.fe.uni-lj.si\/markot\/Main\/AffectiveUserModeling"},{"key":"107_CR35","doi-asserted-by":"crossref","unstructured":"Valenti R, Yucel Z, Gevers T (2009) Robustifying eye center localization by head pose cues. In: 2009 IEEE conference on computer vision and pattern recognition, pp 612\u2013618. doi: 10.1109\/CVPR.2009.5206640 . http:\/\/ieeexplore.ieee.org\/lpdocs\/epic03\/wrapper.htm?arnumber=5206640","DOI":"10.1109\/CVPR.2009.5206640"},{"issue":"1","key":"107_CR36","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1109\/TPAMI.2008.52","volume":"31","author":"Z Zeng","year":"2009","unstructured":"Zeng Z, Pantic M, Roisman GI, Huang TS (2009) A survey of affect recognition methods: audio, visual, and spontaneous expressions. IEEE Trans Pattern Anal Machine Intell 31(1):39\u201358","journal-title":"IEEE Trans Pattern Anal Machine Intell"}],"container-title":["Journal on Multimodal User Interfaces"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12193-012-0107-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12193-012-0107-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12193-012-0107-7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,4,28]],"date-time":"2024-04-28T09:00:12Z","timestamp":1714294812000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12193-012-0107-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,8,10]]},"references-count":36,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[2013,3]]}},"alternative-id":["107"],"URL":"https:\/\/doi.org\/10.1007\/s12193-012-0107-7","relation":{},"ISSN":["1783-7677","1783-8738"],"issn-type":[{"value":"1783-7677","type":"print"},{"value":"1783-8738","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,8,10]]}}}