Title :
Towards spatial awareness in recommender systems
Author :
Stiller, C. ; Ros, F. ; Ament, C.
Author_Institution :
Syst. Anal. Group, Ilmenau Univ. of Technol., Ilmenau, Germany
Abstract :
Recommender systems aggregate information about users and items to be recommended to generate adequate recommendations. This paper proposes two approaches to include information about spatial releationships of users and items in order to improve the quality of recommendations. The two approaches are compared with non-spatial recommendation using a set of evaluation metrics. Special ramp-up problems, occurring when including spatial information into recommender systems and different application areas for spatial recommender systems are discussed.
Keywords :
recommender systems; ubiquitous computing; evaluation metrics; ramp up problems; recommender systems; spatial awareness; Aggregates; Cities and towns; DVD; Demography; Filtering; Information analysis; Motion pictures; Recommender systems; TV;
Conference_Titel :
Internet Technology and Secured Transactions, 2009. ICITST 2009. International Conference for
Conference_Location :
London
Print_ISBN :
978-1-4244-5647-5
DOI :
10.1109/ICITST.2009.5402633