Title :
User-Based Collaborative Filtering for Tourist Attraction Recommendations
Author :
Zhiyang Jia ; Yuting Yang ; Wei Gao ; Xu Chen
Author_Institution :
Dept. of Inf. Sci. & Technol., Tourism & Culture Coll. of Yunnan Univ., Lijiang, China
Abstract :
A user-based tourist attraction recommender system is developed in this paper. The recommender system is constructed as an online application which is capable of generating a personalized list of preference attractions for the tourist. Modern technologies of classical recommender system, such as collaborative filtering are considered to be effectively adopted in the tourism domain. On the basis of collaborative filtering principle, the recommendation process of tourist attractions divided into three steps, representation of user (tourist) information, generation of neighbor users (tourists) and the generation of attraction recommendations. In order to calculate the similarities between each user, the Cosine method is adopted during the process of the generation of neighbors. And then the recommendations of attractions are generated according to the visiting history of the user´s neighbors. In order to demonstrate the calculation process of the system, a case is demonstrated in detail.
Keywords :
collaborative filtering; recommender systems; travel industry; attraction recommendation generation; cosine method; neighbor user generation; online application; preference attraction personalized list; tourism domain; tourist attraction recommendations; user information representation; user-based collaborative filtering; user-based tourist attraction recommender system; Collaboration; History; Information science; Internet; Mobile communication; Recommender systems; collaborative filtering; recommender system; tourist attraction recommendation; user-based recommendation;
Conference_Titel :
Computational Intelligence & Communication Technology (CICT), 2015 IEEE International Conference on
Conference_Location :
Ghaziabad
Print_ISBN :
978-1-4799-6022-4
DOI :
10.1109/CICT.2015.20