Marko Tkalčič
ABSTRACT
This tutorial addresses the acquisition of emotions and personality for recommender systems. It is composed of two parts: (i) a short theoretical overview of emotions and personality and (ii) a hands-on part, in which we will learn how to build an end-to-end system for acquiring personality and emotions for recommender systems.
- Bruce Ferwerda and Marko Tkalcic. 2018. Predicting Users' Personality from Instagram Pictures. In Proceedings of the 26th Conference on User Modeling, Adaptation and Personalization - UMAP '18. ACM Press, New York, New York, USA, 157--161. Google Scholar
Digital Library
- Michal Kosinski, David Stillwell, and Thore Graepel. 2013. Private traits and attributes are predictable from digital records of human behavior. Proceedings of the National Academy of Sciences of the United States of America 110, 15 (mar 2013), 5802--5.Google ScholarCross Ref
- Peter J. Rentfrow and Samuel D. Gosling. 2003. The do re mi's of everyday life: The structure and personality correlates of music preferences. Journal of Personality and Social Psychology 84, 6 (2003), 1236--1256.Google ScholarCross Ref
- Björn W Schuller. 2016. Acquisition of Affect. In Emotions and Personality in Personalized Services: Models, Evaluation and Applications, Marko Tkalčič, Berardina De Carolis, Marco de Gemmis, Ante Odić, and Andrej Košir (Eds.). Springer International Publishing, Cham, 57--80.Google Scholar
- Marcin Skowron, Marko Tkalčič, Bruce Ferwerda, and Markus Schedl. 2016. Fusing Social Media Cues. In Proceedings of the 25th International Conference Companion on World Wide Web - WWW '16 Companion. ACM Press, New York, New York, USA, 107--108. Google ScholarDigital Library
- Mohammad Soleymani, Sadjad Asghari Esfeden, Yun Fu, and Maja Pantic. 2015. Analysis of EEG signals and facial expressions for continuous emotion detection. IEEE Transactions on Affective Computing 3045, c (2015), 1--1. Google ScholarDigital Library
- Myriam V Thoma, Stefan Ryf, Changiz Mohiyeddini, Ulrike Ehlert, and Urs M Nater. 2012. Emotion regulation through listening to music in everyday situations. Cognition & emotion 26, 3 (jan 2012), 550--60.Google Scholar
- Marko Tkalcic and Li Chen. 2015. Personality and Recommender Systems. In Recommender Systems Handbook (2nd ed.), Francesco Ricci, Lior Rokach, and Bracha Shapira (Eds.). Vol. 54. Springer US, Boston, MA, 715--739. arXiv:arXiv:1011.1669v3Google Scholar
- Marko Tkalčič, Nima Maleki, Matevž Pesek, Mehdi Elahi, Francesco Ricci, and Matija Marolt. 2017. A Research Tool for User Preferences Elicitation with Facial Expressions. In Proceedings of the Eleventh ACM Conference on Recommender Systems - RecSys '17. ACM Press, New York, New York, USA, 353--354. Google ScholarDigital Library
- Wen Wu and Li Chen. 2015. Implicit Acquisition of User Personality for Augmenting Movie Recommendations. In User Modeling, Adaptation, and Personalization, Francesco Ricci, Kalina Bontcheva, Owen Conlan, and Seamus Lawless (Eds.), Vol. 9146. Springer, 302--314.Google Scholar
Index Terms
- Emotions and personality in recommender systems: tutorial
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