{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T22:39:44Z","timestamp":1782859184873,"version":"3.54.5"},"publisher-location":"Cham","reference-count":40,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319314112","type":"print"},{"value":"9783319314136","type":"electronic"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-31413-6_15","type":"book-chapter","created":{"date-parts":[[2016,7,13]],"date-time":"2016-07-13T13:56:08Z","timestamp":1468418168000},"page":"311-326","source":"Crossref","is-referenced-by-count":17,"title":["Emotions in Context-Aware Recommender Systems"],"prefix":"10.1007","author":[{"given":"Yong","family":"Zheng","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bamshad","family":"Mobasher","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Robin","family":"Burke","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2016,7,14]]},"reference":[{"key":"15_CR1","doi-asserted-by":"crossref","unstructured":"Abowd, G.D., Dey, A.K., Brown, P.J.,\u00a0Davies, N.,\u00a0Smith, M.,\u00a0Steggles, P.: Towards a better understanding of context and context-awareness. In: Handheld and Ubiquitous Computing, pp. 304\u2013307. Springer (1999)","DOI":"10.1007\/3-540-48157-5_29"},{"key":"15_CR2","doi-asserted-by":"crossref","unstructured":"Adomavicius, G.,\u00a0Tuzhilin, A.: Context-aware recommender systems. In: Recommender Systems Handbook, pp. 217\u2013253. Springer (2011)","DOI":"10.1007\/978-0-387-85820-3_7"},{"issue":"3","key":"15_CR3","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1609\/aimag.v32i3.2364","volume":"32","author":"G Adomavicius","year":"2011","unstructured":"Adomavicius, G., Mobasher, B., Ricci, F., Tuzhilin, A.: Context-aware recommender systems. AI Mag. 32(3), 67\u201380 (2011)","journal-title":"AI Mag."},{"key":"15_CR4","first-page":"17","volume":"200","author":"I Arroyo","year":"2009","unstructured":"Arroyo, I., Cooper, D.G., Burleson, W., Woolf, B.P., Muldner, K., Christopherson, R.: Emotion sensors go to school. Int. Conf. Artif. Intell. Educ. 200, 17\u201324 (2009)","journal-title":"Int. Conf. Artif. Intell. Educ."},{"key":"15_CR5","unstructured":"Baltrunas, L.,\u00a0Amatriain, X.: Towards time-dependant recommendation based on implicit feedback. In: ACM RecSys\u2019 09, Proceedings of the 4th International Workshop on Context-Aware Recommender Systems (2009)"},{"key":"15_CR6","doi-asserted-by":"crossref","unstructured":"Baltrunas, L.,\u00a0Ricci, F.: Context-based splitting of item ratings in collaborative filtering. In: Proceedings of the Third ACM Conference on Recommender Systems, pp. 245\u2013248. ACM (2009)","DOI":"10.1145\/1639714.1639759"},{"issue":"1\u20132","key":"15_CR7","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1007\/s11257-012-9137-9","volume":"24","author":"L Baltrunas","year":"2014","unstructured":"Baltrunas, L., Ricci, F.: Experimental evaluation of context-dependent collaborative filtering using item splitting. User Model. User-Adap. Inter. 24(1\u20132), 7\u201334 (2014)","journal-title":"User Model. User-Adap. Inter."},{"key":"15_CR8","doi-asserted-by":"crossref","unstructured":"Baltrunas, L.,\u00a0Ludwig, B.,\u00a0Ricci, F.: Matrix factorization techniques for context aware recommendation. In: Proceedings of the Fifth ACM Conference on Recommender Systems, pp. 301\u2013304. ACM (2011)","DOI":"10.1145\/2043932.2043988"},{"issue":"4","key":"15_CR9","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1023\/A:1021240730564","volume":"12","author":"R Burke","year":"2002","unstructured":"Burke, R.: Hybrid recommender systems: survey and experiments. User Model. User-Adapt. Inter. 12(4), 331\u2013370 (2002)","journal-title":"User Model. User-Adapt. Inter."},{"issue":"1","key":"15_CR10","doi-asserted-by":"crossref","first-page":"18","DOI":"10.1109\/T-AFFC.2010.1","volume":"1","author":"RA Calvo","year":"2010","unstructured":"Calvo, R.A., D\u2019Mello, S.: Affect detection: an interdisciplinary review of models, methods, and their applications. IEEE Trans. Affect. Comput. 1(1), 18\u201337 (2010)","journal-title":"IEEE Trans. Affect. Comput."},{"key":"15_CR11","unstructured":"Chen, Y.,\u00a0Pu, P.: Cofeel: Using emotions to enhance social interaction in group recommender systems. In: Alpine Rendez-Vous (ARV) 2013 Workshop on Tools and Technologies for Emotion Awareness in Computer-Mediated Collaboration and Learning (2013)"},{"issue":"1","key":"15_CR12","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1109\/79.911197","volume":"18","author":"R Cowie","year":"2001","unstructured":"Cowie, R., Douglas-Cowie, E., Tsapatsoulis, N., Votsis, G., Kollias, S., Fellenz, W., Taylor, J.G.: Emotion recognition in human-computer interaction. IEEE Signal Process. Mag. 18(1), 32\u201380 (2001)","journal-title":"IEEE Signal Process. Mag."},{"key":"15_CR13","doi-asserted-by":"crossref","unstructured":"Ekman, P.: Basic emotions. In: Handbook of Cognition and Emotion, pp. 45\u201360. Wiley, Chichester, UK (1999)","DOI":"10.1002\/0470013494.ch3"},{"key":"15_CR14","doi-asserted-by":"crossref","unstructured":"Gilovich, T., Griffin, D.,\u00a0Kahneman, D.: Heuristics and Biases: The Psychology of Intuitive Judgment. Cambridge University Press (2002)","DOI":"10.1017\/CBO9780511808098"},{"key":"15_CR15","unstructured":"Ho, A.T., Menezes, I.L.,\u00a0Tagmouti, Y.: E-mrs: emotion-based movie recommender system. In: Proceedings of IADIS e-Commerce Conference. USA: University of Washington Bothell, pp. 1\u20138 (2006)"},{"key":"15_CR16","doi-asserted-by":"crossref","unstructured":"Karatzoglou, A.,\u00a0Amatriain, X.,\u00a0Baltrunas, L.,\u00a0Oliver, N.: Multiverse recommendation: n-dimensional tensor factorization for context-aware collaborative filtering. In: Proceedings of the Fourth ACM Conference on Recommender Systems, pp. 79\u201386. ACM (2010)","DOI":"10.1145\/1864708.1864727"},{"key":"15_CR17","doi-asserted-by":"crossref","unstructured":"Koren, Y.: Factorization meets the neighborhood: a multifaceted collaborative filtering model. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 426\u2013434. ACM (2008)","DOI":"10.1145\/1401890.1401944"},{"key":"15_CR18","doi-asserted-by":"crossref","unstructured":"Masthoff, J.: The pursuit of satisfaction: affective state in group recommender systems. In: User Modeling 2005, pp. 297\u2013306. Springer (2005)","DOI":"10.1007\/11527886_39"},{"key":"15_CR19","unstructured":"Oatley, K.,\u00a0Keltner, D., Jenkins, J.M.: Understanding Emotions. Blackwell Publishing (2006)"},{"issue":"1","key":"15_CR20","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1093\/iwc\/iws003","volume":"25","author":"A Odi\u0107","year":"2013","unstructured":"Odi\u0107, A., Tkal\u010di\u010d, M., Tasi\u010d, J.F., Ko\u0161ir, A.: Predicting and detecting the relevant contextual information in a movie-recommender system. Interact. Comput. 25(1), 74\u201390 (2013)","journal-title":"Interact. Comput."},{"key":"15_CR21","doi-asserted-by":"crossref","unstructured":"Picard, R.W.: Affective Computing. MIT Press (2000)","DOI":"10.7551\/mitpress\/1140.001.0001"},{"key":"15_CR22","doi-asserted-by":"crossref","unstructured":"Resnick, P., Iacovou, N.,\u00a0Suchak, M.,\u00a0Bergstrom, P.,\u00a0Riedl, J.: Grouplens: an open architecture for collaborative filtering of netnews. In: Proceedings of the 1994 ACM Conference on Computer Supported Cooperative Work, pp. 175\u2013186. ACM (1994)","DOI":"10.1145\/192844.192905"},{"key":"15_CR23","unstructured":"Said, A., De\u00a0Luca, E.W., Albayrak, S.: Inferring contextual user profiles\u2014improving recommender performance. In: ACM RecSys\u2019 11, Proceedings of the 4th International Workshop on Context-Aware Recommender Systems (2011)"},{"issue":"4","key":"15_CR24","doi-asserted-by":"crossref","first-page":"695","DOI":"10.1177\/0539018405058216","volume":"44","author":"KR Scherer","year":"2005","unstructured":"Scherer, K.R.: What are emotions? and how can they be measured? Soc. Sci. Inf. 44(4), 695\u2013729 (2005)","journal-title":"Soc. Sci. Inf."},{"issue":"7","key":"15_CR25","doi-asserted-by":"crossref","first-page":"10760","DOI":"10.1016\/j.eswa.2009.02.063","volume":"36","author":"H Tang","year":"2009","unstructured":"Tang, H., Tan, S., Cheng, X.: A survey on sentiment detection of reviews. Expert Syst. Appl. 36(7), 10760\u201310773 (2009)","journal-title":"Expert Syst. Appl."},{"key":"15_CR26","unstructured":"Tkalcic, M., Kosir, A., Tasic, J.: Affective recommender systems: the role of emotions in recommender systems. In: ACM RecSys Workshop on Human Decision Making, ACM (2011)"},{"key":"15_CR27","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/j.ins.2013.06.006","volume":"249","author":"M Tkal\u010di\u010d","year":"2013","unstructured":"Tkal\u010di\u010d, M., Odi\u0107, A., Ko\u0161ir, A.: The impact of weak ground truth and facial expressiveness on affect detection accuracy from time-continuous videos of facial expressions. Inf. Sci. 249, 13\u201323 (2013)","journal-title":"Inf. Sci."},{"key":"15_CR28","doi-asserted-by":"crossref","unstructured":"Zheng, Y.: Context suggestion: solutions and challenges. In: Proceedings of the 15th IEEE International Conference on Data Mining Workshops. IEEE (2015)","DOI":"10.1109\/ICDMW.2015.110"},{"key":"15_CR29","doi-asserted-by":"crossref","unstructured":"Zheng, Y.: A revisit to the identification of contexts in recommender systems. In: Proceedings of the 20th ACM Conference on Intelligent User Interfaces Companion, pp. 133\u2013136. ACM (2015)","DOI":"10.1145\/2732158.2732167"},{"key":"15_CR30","doi-asserted-by":"crossref","unstructured":"Zheng, Y.,\u00a0Burke, R.,\u00a0Mobasher, B.: Differential context relaxation for context-aware travel recommendation. In: 13th International Conference on Electronic Commerce and Web Technologies, pp. 88\u201399 (2012)","DOI":"10.1007\/978-3-642-32273-0_8"},{"key":"15_CR31","unstructured":"Zheng, Y.,\u00a0Burke, R.,\u00a0Mobasher, B.: Optimal feature selection for context-aware recommendation using differential relaxation. In: ACM RecSys\u2019 12, Proceedings of the 4th International Workshop on Context-Aware Recommender Systems. ACM (2012)"},{"key":"15_CR32","unstructured":"Zheng, Y., Burke, R., Mobasher, B.: Differential context modeling in collaborative filtering. In: Proceedings of School of Computing Research Symposium. DePaul University, Chicago IL, USA (2013)"},{"key":"15_CR33","doi-asserted-by":"crossref","unstructured":"Zheng, Y., Burke, R., Mobasher, B.: Recommendation with differential context weighting. In: User Modeling. Adaptation, and Personalization, Volume 7899 of Lecture Notes in Computer Science, pp. 152\u2013164. Springer, Berlin Heidelberg (2013)","DOI":"10.1007\/978-3-642-38844-6_13"},{"key":"15_CR34","doi-asserted-by":"crossref","unstructured":"Zheng, Y.,\u00a0Burke, R.,\u00a0Mobasher, B.: Splitting approaches for context-aware recommendation: an empirical study. In: Proceedings of the 29th Annual ACM Symposium on Applied Computing, pp. 274\u2013279. ACM (2014)","DOI":"10.1145\/2554850.2554989"},{"key":"15_CR35","doi-asserted-by":"crossref","unstructured":"Zheng, Y.,\u00a0Mobasher, B.,\u00a0Burke, R.: Context recommendation using multi-label classification. In: Proceedings of the 13th IEEE\/WIC\/ACM International Conference on Web Intelligence, pp. 288\u2013295. IEEE\/WIC\/ACM (2014)","DOI":"10.1109\/WI-IAT.2014.110"},{"key":"15_CR36","doi-asserted-by":"crossref","unstructured":"Zheng, Y.,\u00a0Mobasher, B.,\u00a0Burke, R.: CSLIM: contextual SLIM recommendation algorithms. In: Proceedings of the 8th ACM Conference on Recommender Systems, pp. 301\u2013304. ACM (2014)","DOI":"10.1145\/2645710.2645756"},{"key":"15_CR37","doi-asserted-by":"crossref","unstructured":"Zheng, Y.,\u00a0Mobasher, B.,\u00a0Burke, R.: Deviation-based contextual SLIM recommenders. In: Proceedings of the 23rd ACM Conference on Information and Knowledge Management, pp. 271\u2013280. ACM (2014)","DOI":"10.1145\/2661829.2661987"},{"key":"15_CR38","doi-asserted-by":"crossref","unstructured":"Zheng, Y.,\u00a0Mobasher, B.,\u00a0Burke, R.: Carskit: a java-based context-aware recommendation engine. In: Proceedings of the 15th IEEE International Conference on Data Mining Workshops. IEEE (2015)","DOI":"10.1109\/ICDMW.2015.222"},{"key":"15_CR39","doi-asserted-by":"crossref","unstructured":"Zheng, Y., Mobasher, B., Burke, R.: Integrating context similarity with sparse linear recommendation model. In: User Modeling. Adaptation, and Personalization, Volume 9146 of Lecture Notes in Computer Science, pp. 370\u2013376. Springer, Berlin Heidelberg (2015)","DOI":"10.1007\/978-3-319-20267-9_33"},{"key":"15_CR40","doi-asserted-by":"crossref","unstructured":"Zheng, Y., Mobasher, B., Burke, R.: Similarity-based context-aware recommendation. In: Web Information Systems Engineering, Lecture Notes in Computer Science. Springer, Berlin Heidelberg (2015)","DOI":"10.1007\/978-3-319-26190-4_29"}],"container-title":["Human\u2013Computer Interaction Series","Emotions and Personality in Personalized Services"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-31413-6_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,2]],"date-time":"2022-07-02T22:00:42Z","timestamp":1656799242000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-31413-6_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319314112","9783319314136"],"references-count":40,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-31413-6_15","relation":{},"ISSN":["1571-5035"],"issn-type":[{"value":"1571-5035","type":"print"}],"subject":[],"published":{"date-parts":[[2016]]}}}