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[22] H.\u00a0O\u2019Reilly, D.\u00a0Pigat, S.\u00a0Fridenson, S.\u00a0Berggren, S.\u00a0Tal, O.\u00a0Golan, S.\u00a0B\u00f6lte, S.\u00a0Baron-Cohen, and D.\u00a0Lundqvist. The eu-emotion stimulus set: a validation study. Behavior research methods, 48(2):567\u2013576, 2016."},{"volume-title":"Proceedings of the 2006 international conference on Business Process Management Workshops.","author":"\u00a0van\u00a0der Aalst","key":"e_1_3_2_1_23_1","unstructured":"[ 23 ] M.\u00a0Pesic and W. \u00a0van\u00a0der Aalst . A declarative approach for flexible business processes management . In Proceedings of the 2006 international conference on Business Process Management Workshops. [23] M.\u00a0Pesic and W.\u00a0van\u00a0der Aalst. A declarative approach for flexible business processes management. In Proceedings of the 2006 international conference on Business Process Management Workshops."},{"key":"e_1_3_2_1_24_1","volume-title":"The multiplicity of emotions: A framework of emotional functions in decision making. Judgment and decision making, 3(1):5","author":"B\u00f6hm","year":"2008","unstructured":"[ 24 ] H.\u00a0Pfister and G.\u00a0 B\u00f6hm . The multiplicity of emotions: A framework of emotional functions in decision making. Judgment and decision making, 3(1):5 , 2008 . [24] H.\u00a0Pfister and G.\u00a0B\u00f6hm. The multiplicity of emotions: A framework of emotional functions in decision making. Judgment and decision making, 3(1):5, 2008."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.5555\/265013"},{"key":"e_1_3_2_1_26_1","volume-title":"Emotions and personality in personalized services: Models, evaluation and applications","author":"Tkal\u010di\u010d B.","year":"2018","unstructured":"[ 26 ] M.\u00a0 Tkal\u010di\u010d , B. \u00a0 De Carolis , M. \u00a0de\u00a0Gemmis , A. \u00a0 Odi , and A. \u00a0 Koir . Emotions and personality in personalized services: Models, evaluation and applications . 2018 . [26] M.\u00a0Tkal\u010di\u010d, B.\u00a0De Carolis, M.\u00a0de\u00a0Gemmis, A.\u00a0Odi, and A.\u00a0Koir. 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Personalized online document, image and video recommendation via commodity eye-tracking . In Proceedings of the 2008 ACM conference on Recommender systems , pages 83\u2013 90 . ACM, 2008. [29] S.\u00a0Xu, H.\u00a0Jiang, and F.\u00a0Lau. Personalized online document, image and video recommendation via commodity eye-tracking. In Proceedings of the 2008 ACM conference on Recommender systems, pages 83\u201390. ACM, 2008."},{"key":"e_1_3_2_1_30_1","volume-title":"The role of emotions in context-aware recommendation. Decisions@ RecSys","author":"Zheng B.","year":"2013","unstructured":"[ 30 ] Y.\u00a0 Zheng , B. \u00a0 Mobasher , and R.\u00a0D. Burke . The role of emotions in context-aware recommendation. Decisions@ RecSys , 2013 :21\u201328, 2013. [30] Y.\u00a0Zheng, B.\u00a0Mobasher, and R.\u00a0D. Burke. The role of emotions in context-aware recommendation. Decisions@ RecSys, 2013:21\u201328, 2013."},{"key":"e_1_3_2_1_31_1","first-page":"398","volume-title":"IEEE Conference on Cybernetics and Intelligent Systems","author":"Baoyao Zhou Siu\u00a0Cheung","year":"2004","unstructured":"[ 31 ] Baoyao Zhou , Siu\u00a0Cheung Hui , and Kuiyu Chang . An intelligent recommender system using sequential web access patterns . In IEEE Conference on Cybernetics and Intelligent Systems , 2004 ., volume\u00a01, pages 393\u2013 398 . IEEE, 2004. [31] Baoyao Zhou, Siu\u00a0Cheung Hui, and Kuiyu Chang. An intelligent recommender system using sequential web access patterns. In IEEE Conference on Cybernetics and Intelligent Systems, 2004., volume\u00a01, pages 393\u2013398. 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