Eliciting the users' unknown preferences

Personalized recommendation strongly relies on an accurate model to capture user preferences; eliciting this information is, in general, a hard problem. In the field of tourism this initial profiling becomes even more challenging. It has been shown that particularly in the beginning of the travel decision making process, users themselves are often not conscious of their needs and are not able to express them. In this paper, the basics of a picture-based approach are introduced that aims at revealing implicitly given user preferences. Based on a set of travel related pictures selected by a user, an individual travel profile is deduced. This is accomplished by mapping those pictures onto seven basic factors that reflect different travel behavioral aspects. Also tourism products can be represented by this seven factor model. Thus, this model constitutes the basis of our recommendation algorithm. First tests show that this non-verbal way of interaction is experienced as exiting and inspiring.

[1]  Lorraine McGinty,et al.  On the Evolution of Critiquing Recommenders , 2011, Recommender Systems Handbook.

[2]  Albert H. Segars,et al.  Exploring the theoretical foundations of playfulness in computer interactions , 2002, Comput. Hum. Behav..

[3]  Francesco Ricci,et al.  Recommendations by Collaborative Browsing , 2005, ENTER.

[4]  S. Srivastava,et al.  The Big Five Trait taxonomy: History, measurement, and theoretical perspectives. , 1999 .

[5]  Andreas H. Zins,et al.  Exploring Travel Information Search Behavior Beyond Common Frontiers , 2007, J. Inf. Technol. Tour..

[6]  Lior Rokach,et al.  Introduction to Recommender Systems Handbook , 2011, Recommender Systems Handbook.

[7]  Maryam Ramezani,et al.  Matching Recommendation Technologies and Domains , 2011, Recommender Systems Handbook.

[8]  Helmut Berger,et al.  Quo Vadis Homo Turisticus? Towards a Picture-based Tourist Profiler , 2007, ENTER.

[9]  Heather Gibson,et al.  Tourist roles: Needs and the Lifecourse , 2002 .

[10]  Ulrike Gretzel,et al.  Tell Me Who You Are and I Will Tell You Where to Go: Use of Travel Personalities in Destination Recommendation Systems , 2004, J. Inf. Technol. Tour..

[11]  Catholijn M. Jonker,et al.  Designing interfaces for explicit preference elicitation: a user-centered investigation of preference representation and elicitation process , 2011, User Modeling and User-Adapted Interaction.

[12]  Francesco Ricci,et al.  Acquiring and Revising Preferences in a Critique-Based Mobile Recommender System , 2007, IEEE Intelligent Systems.

[13]  Francesco Ricci,et al.  E-commerce and tourism , 2004, CACM.

[14]  O. Stock,et al.  Futuring travel destination recommendation systems. , 2006 .

[15]  Heather Gibson,et al.  Roles tourists play , 1992 .