Title :
Distributed User Modeling for Personalized News Delivery in Mobile Devices
Author :
Papadogiorgaki, Maria ; Papastathis, Vasileios ; Nidelkou, Evangelia ; Kompatsiaris, Ioannis ; Waddington, Simon ; Bratu, B. ; Ribiere, Myriam
Author_Institution :
Informatics & Telematics Inst. (ITI), Thessaloniki
Abstract :
This paper presents a distributed client-server architecture for the personalized delivery of textual news content to mobile users. The user profile is distributed across client and server, enabling a high-level filtering of available content on the server, followed by matching of detailed user preferences on the handset. The high-level user preferences are stored in a skeleton profile on the server, and the low- level preferences in a detailed user profile on the handset. A learning process for the detailed user profile is employed on the handset exploiting the implicit and explicit user feedback. The system´s learning performance has been evaluated based on data collected from regular system users.
Keywords :
client-server systems; information filtering; information resources; learning (artificial intelligence); mobile computing; user modelling; detailed user preference matching; detailed user profile learning process; distributed client-server architecture; distributed user modeling; explicit user feedback; high-level content filtering; implicit user feedback; mobile devices; personalized textual news delivery; Computer architecture; Feedback; Filtering; Informatics; Machine learning; Matched filters; Network servers; Personal digital assistants; Skeleton; Telephone sets;
Conference_Titel :
Semantic Media Adaptation and Personalization, Second International Workshop on
Conference_Location :
Uxbridge
Print_ISBN :
0-7695-3040-0
DOI :
10.1109/SMAP.2007.19