|
ABSTRACT
Recents studies have demonstrated how useful and fundamental psychological aspects such as people Personality Traits and Emotions are during human decision-making process. Some research towards the identification and model of user's Emotions have been done by Affective Computing researchers, however Personality Traits have been quite neglected. The World Wide Web is an enormous source of products and services available for people. There is a huge effort done by scientists towards the creation of effective strategies to personalize those products/services for each people interested in using them. By storing Personality Traits in User Profiles we intend to enable Recommender Systems in order to deduce more interesting recommendations for users acting proactively to offer them products/services as a consequence of a prediction of their future needs and behaviors. To fill this gap, in this work, we propose the interpretation, modeling, formalization, storing and application of Personality Traits in User Profile, followed by an experimentation developed in the context of Recommender Systems.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
Boyd, D. Faceted id/entity: Managing representation in a digital world. Master's thesis, Cambridge, MA, August 2002.
|
| |
2
|
Burger, J. M. Personality. Wadsworth, fifth edition, 2000.
|
| |
3
|
|
 |
4
|
Ricardo Carreira , Jaime M. Crato , Daniel Gonçalves , Joaquim A. Jorge, Evaluating adaptive user profiles for news classification, Proceedings of the 9th international conference on Intelligent user interfaces, January 13-16, 2004, Funchal, Madeira, Portugal
[doi> 10.1145/964442.964481]
|
| |
5
|
Damasio, A. R. Descartes' Error: Emotion, Reason, and the Human Brain. Quill, New York, 1994.
|
| |
6
|
Damasio, A. R. The Feeling of What Happens. Harcourt, Orlando, Florida, 1999.
|
| |
7
|
Donath, J. S. Identity and Deception in the Virtual Community. In M. A. Smith and P. Kollock, editors, Communities in Cyberspace, chapter 2, pages 29--59. Routledge, London, first edition, 1999.
|
| |
8
|
Giddens, A. Modernity and Self-Identity. Self and Society in the Late Modern Age. Stanford university Press, Stanford, California, 1991.
|
| |
9
|
Goleman, D. Emotional Intelligence - Why it can matter more than IQ? Bloomsbury, London, first edition, 1995.
|
| |
10
|
Gonzalez, G., de la Rosa, J. L., and Montaner, M. Embedding Emotional Context in Recommender Systems. In The 20th International Florida Artificial Intelligence Research Society Conference-FLAIRS, Key West, Florida, May 2007.
|
| |
11
|
|
| |
12
|
Heckmann, D. Ubiquitous User Modeling. Phd thesis, Technischen Fakult'laten der Universit'lat des Saarlandes, Saarbrucken-Germany, November 2005.
|
| |
13
|
Heckmann, D., Brandherm, B., Schmitz, M., Schwartz, T. and von Wilamowitz-Moellendorf, B. M. GUMO -- the general user model ontology. In 10th International Conference on User Modeling, LNAI 3538, page 428"U-432, Edinburgh, Scotland, 2005. Springer.
|
| |
14
|
Heckmann, D. and Kruger, A. A user modeling markup language (UserML) for ubiquitous computing. In 8th International Conference on User Modeling, LNAI 2702, page 393"U-397, Johnstown, PA, USA, 2003. Springer, Berlin Heidelberg.
|
| |
15
|
John, O. P. and Srivastava, S. The big five trait taxonomy: History, measurement, and theoretical perspectives. In L. A. Pervin and O. P. John, editors, Handbook of Personality: Theory and Research, pages 102--138. The Guilford Press, New York, second edition, 1999.
|
| |
16
|
Johnson, J. A. Web-based personality assessment. In 71st Annual Meeting of the Eastern Psychological Association, Baltimore, USA, 2000. (Available at http://www.personal.psu.edu/j5j/vita.html).
|
| |
17
|
Johnson, J. A. Ascertaining the validity of individual protocols from web-based personality inventories. Journal of research in personality, 39(1):103--129, 2005.
|
| |
18
|
Jonquet, C., Eisenstadt, M. and Cerri, S. A. Towards the Learning GRID: Advances in Human Learning Services. IOS Press, chapter Learning Agents and Enhanced Presence for Generation of Services on the Grid, pages 203--213. IOS Press, 2005.
|
| |
19
|
|
| |
20
|
|
| |
21
|
Kobsa, A. Generic user modeling systems. In P. Brusilovsky, A. Kobsa, and W. Nejdl, editors, The Adaptive Web, volume 4321 of Lecture Notes in Computer Science, chapter 4, pages 136--154. Springer Verlag, 2007.
|
| |
22
|
Lemoisson, P., Untersteller, E., Nunes, M. A. S. N., Cerri, S. A., Krief, A. and Paragua, cu, F. Interactive construction of encore (learning by building and using an encyclopedia). In J. Mostow and P. Tedesco, editors, GLS'04: 1st Workshop on GRID Learning Services at ITS'04, pages 78--93, Maceio, Brasil, september 2004.
|
| |
23
|
Nunes, M. A. S. N., Cerri, S. A. and Blanc, N. Psychological identity x psychological reputation: How to recommend compatible peers in a work team. In Workshop on Social eLearning: Mobile Ubiquitous Learning and Conversational Agents. At TIGERA2007- The International Conference on Computing x e-Systems, Hammamet, Tunisie, 2007. Tigera. (Available at http://www.lirmm.fr/~nunes/hp/publications/TIGERA07.pdf).
|
| |
24
|
Nunes, M. A. S. N., Cerri, S. A. and Blanc, N. Improving recommendations by using Personality Traits in User Profiles. In I-Know- International Conference on Knowledge Management, Graz-Austria, September 2008. Know-Center-Graz.
|
| |
25
|
|
| |
26
|
Paiva, A. and Self, J. A. Tagus - a user and leamer modelling workbench. User Model. User-Adapt. Interact., 4(3):197--226, 1995.
|
| |
27
|
|
| |
28
|
|
| |
29
|
Picard, R. W. What does it mean for a computer to 'have' emotions? In R. Trappl, P. Petta, and S. Payr, editors, Emotions in humans and artefacts, chapter 7, pages 213--235. A Bradford Book - MIT Press, Cambridge, Massachusetts, 2002.
|
| |
30
|
|
 |
31
|
|
| |
32
|
Rousseau, B., Browne, P., Malone, P. Foster, P. and Mendis, V. Personalised resource discovery searching over multiple repository types: Using user and information provider profiling. In ICEIS (5), pages 35--43, 2004.
|
| |
33
|
Simon, H. A. Reason in Human Affairs. Stanford University Press, California, 1983.
|
| |
34
|
Soldz, S. and Vaillant, G. E. The big five Personality Traits and the life course: A 45 years longitudinal study. Journal of Research in Personality, 33:208--232, 1998.
|
 |
35
|
|
| |
36
|
Thagard, P. Hot Thought: Machanisms and Applications of Emotional Cognition. A Bradford Book- MIT Press, Cambridge, MA, USA, 2006.
|
| |
37
|
|
|