Title :
Multimedia content recommendation engine with automatic inference of user preferences
Author :
Ferman, A. Muft ; Van Beek, Peter ; Errico, James H. ; Sezan, M. Ibrahim
Author_Institution :
Sharp Labs. of America Inc., Camas, WA, USA
Abstract :
We propose novel algorithms for automatically determining a user´s profile from his/her content usage history (profiling agent), and automatically filtering content according to the user´s profile (filtering agent). A fuzzy inference system is used to construct and periodically update the preferences of a user based on the user´s interactions with various types of content over an observation period. The proposed algorithms are designed to support an MPEG-7 or TV-anytime-compliant description framework, although they can also be utilized in any non-standard environment that provides structured descriptions of multimedia content.
Keywords :
content management; inference mechanisms; information filters; multimedia systems; television; MPEG-7 description framework; TV-anytime-complaint description framework; automatic inference; automatically filtering content; filtering agent; fuzzy inference system; multimedia content recommendation engine; profiling agent; user preference; user profile; Engines; Filtering; History; Inference algorithms; Laboratories; MPEG 7 Standard; Matched filters; Motion pictures; Testing; XML;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1247178