An agent based middleware for privacy aware recommender systems in IPTV networks

Ahmed Elmesiry, Dmitri Botvich

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddCyfraniad i gynhadleddadolygiad gan gymheiriaid

12 Dyfyniadau (Scopus)

Crynodeb

IPTV providers keen to use recommender systems as a serious business tool to gain competitive advantage over competing providers and attract more customers. As indicated in (Elmisery.Botvich 2011b) IPTV recommender systems can utilize data mashup to merge datasets from different movie recommendation sites like Netflix or IMDb to leverage its recommender performance and predication accuracy. Data mashup is a web technology that combines information from multiple sources into a single web application. Mashup applications created a new horizon for different services like real estate services, financial services and recommender systems. On the other hand, mashup applications bring about additional requirement related to the privacy of data used in the mashup process. Moreover, privacy and accuracy are two contradicting goals that need to be adjusted for the spread of these services. In this work, we present our efforts to build an agent based middleware for private data mashup (AMPM) that serve centralized IPTV recommender system (CIRS). AMPM is equipped with two obfuscation mechanisms to preserve privacy of the dataset collected from each provider involved in the mashup application. We present a model to measure privacy breaches. Also, we provide a data mashup scenario in IPTV recommender system and experimentation results.

Iaith wreiddiolSaesneg
TeitlIntelligent Decision Technologies - Proceedings of the 3rd International Conference on Intelligent Decision Technologies, IDT'2011
GolygyddionJunzo Watada, Gloria Phillips-Wren, Lakhmi C. Jain, Robert J. Howlett
CyhoeddwrSpringer
Tudalennau821-832
Nifer y tudalennau12
ISBN (Electronig)978-3-642-22194-1
ISBN (Argraffiad)978-3-642-22193-4
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 1 Rhag 2011
Cyhoeddwyd yn allanolIe
Digwyddiad3rd International Conference on Intelligent Decision Technologies, IDT'2011 - Piraeus, Groeg
Hyd: 20 Jul 201122 Jul 2011

Cyfres gyhoeddiadau

EnwSmart Innovation, Systems and Technologies
Cyfrol10 SIST
ISSN (Argraffiad)2190-3018
ISSN (Electronig)2190-3026

Cynhadledd

Cynhadledd3rd International Conference on Intelligent Decision Technologies, IDT'2011
Gwlad/TiriogaethGroeg
DinasPiraeus
Cyfnod20/07/1122/07/11

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