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Two-Level Automatic Adaptation of a Distributed User Profile for Personalized News Content Delivery
Joint Authors
Papadogiorgaki, Maria
Nidelkou, Evangelia
Kompatsiaris, Ioannis
Bratu, Ben
Papastathis, Vasileios
Ribiere, Myriam
Waddington, Simon
Source
International Journal of Digital Multimedia Broadcasting
Issue
Vol. 2008, Issue 2008 (31 Dec. 2008), pp.1-21, 21 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2008-08-04
Country of Publication
Egypt
No. of Pages
21
Main Subjects
Engineering Sciences and Information Technology
Telecommunications Engineering
Electronic engineering
Information Technology and Computer Science
Abstract EN
This paper presents a distributed client-server architecture for the personalized delivery of textual news content to mobile users.
The user profile consists of two separate models, that is, the long-term interests are stored in a skeleton profile on the server and the short-term interests in a detailed profile in the handset.
The user profile enables a high-level filtering of available news content on the server, followed by matching of detailed user preferences in the handset.
The highest rated items are recommended to the user, by employing an efficient ranking process.
The paper focuses on a two-level learning process, which is employed on the client side in order to automatically update both user profile models.
It involves the use of machine learning algorithms applied to the implicit and explicit user feedback.
The system's learning performance has been systematically evaluated based on data collected from regular system users.
American Psychological Association (APA)
Papadogiorgaki, Maria& Papastathis, Vasileios& Nidelkou, Evangelia& Waddington, Simon& Bratu, Ben& Ribiere, Myriam…[et al.]. 2008. Two-Level Automatic Adaptation of a Distributed User Profile for Personalized News Content Delivery. International Journal of Digital Multimedia Broadcasting،Vol. 2008, no. 2008, pp.1-21.
https://search.emarefa.net/detail/BIM-504403
Modern Language Association (MLA)
Papadogiorgaki, Maria…[et al.]. Two-Level Automatic Adaptation of a Distributed User Profile for Personalized News Content Delivery. International Journal of Digital Multimedia Broadcasting No. 2008 (2008), pp.1-21.
https://search.emarefa.net/detail/BIM-504403
American Medical Association (AMA)
Papadogiorgaki, Maria& Papastathis, Vasileios& Nidelkou, Evangelia& Waddington, Simon& Bratu, Ben& Ribiere, Myriam…[et al.]. Two-Level Automatic Adaptation of a Distributed User Profile for Personalized News Content Delivery. International Journal of Digital Multimedia Broadcasting. 2008. Vol. 2008, no. 2008, pp.1-21.
https://search.emarefa.net/detail/BIM-504403
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-504403