Photo-Based User Profiling for Tourism Recommender Systems 51 Seven tourist types can be found in the upper-right qu uadrant of the map. The types range from Educational Tourist to Thrill Seeker and from Escapist Il to High Class. The differences between some of these types seem to be rather small taking their close position in the map into account. a possible interpretation is that the Seeker (".searching for spiritual and/or personal knowledge.. ")and the Educational Tourist(".searching for new skills and knowledge. ")share some common ground or are performed in a sense at the same time. The lower- right quadrant contains two tourist types, namely the Sun Lover and the Or- ganized Mass Tourist. The degree of individuality attributed to these tourist types is rather low since packaged tours can be regarded as their dominating characteristic. Nevertheless, there seems to be considerable difference in terms of individuality between the Sun Lover and the Organized Mass Tourist taking the distance of their alignment in the map into account. The Kick Factor asso- ciated with these tourist types is rather moderate highlighting their desire for relaxation and hassle-free tourism experiences 4 Significant Photos The significance of individual photos to distinguish between tourist types is an- lyzed by means of logistic regression. In particular, the photos with positive, Anthropologist".IMT I Fig. 2. Affirmative example photos for particular tourist typesPhoto-Based User Profiling for Tourism Recommender Systems 51 Seven tourist types can be found in the upper-right quadrant of the map. The types range from Educational Tourist to Thrill Seeker and from Escapist II to High Class. The differences between some of these types seem to be rather small taking their close position in the map into account. A possible interpretation is that the Seeker (“...searching for spiritual and/or personal knowledge...”) and the Educational Tourist (“...searching for new skills and knowledge...”) share some common ground or are performed in a sense at the same time. The lower￾right quadrant contains two tourist types, namely the Sun Lover and the Or￾ganized Mass Tourist. The degree of individuality attributed to these tourist types is rather low since packaged tours can be regarded as their dominating characteristic. Nevertheless, there seems to be considerable difference in terms of individuality between the Sun Lover and the Organized Mass Tourist taking the distance of their alignment in the map into account. The Kick Factor asso￾ciated with these tourist types is rather moderate highlighting their desire for relaxation and hassle-free tourism experiences. 4 Significant Photos The significance of individual photos to distinguish between tourist types is an￾alyzed by means of logistic regression. In particular, the photos with positive, Fig. 2. Affirmative example photos for particular tourist types