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Exploring Current Viewing Context for TV Contents Recommendation

Bambia, Meriam and Boughanem, Mohand and Faiz, Rim Exploring Current Viewing Context for TV Contents Recommendation. (2017) In: IEEE/WIC/ACM International Conference on Web Intelligence (WI 2016), 13 October 2016 - 16 October 2016 (Omaha, NE, United States).

(Document in English)

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Official URL: https://doi.org/10.1109/WI.2016.0046


Due to the diversity of alternative programs to watch and the change of viewers' contexts, real-time prediction of viewers' preferences in certain circumstances becomes increasingly hard. However, most existing TV recommender systems used only current time and location in a heuristic way and ignore other contextual information on which viewers' preferences may depend. This paper proposes a probabilistic approach that incorporates contextual information in order to predict the relevance of TV contents. We consider several viewer's current context elements and integrate them into a probabilistic model. We conduct a comprehensive effectiveness evaluation on a real dataset crawled from Pinhole platform. Experimental results demonstrate that our model outperforms the other context-aware models.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at http://ieeexplore.ieee.org This papers appears in Proceedings of WI 2016. Electronic ISBN: 978-1-5090-4470-2The original PDF of the article can be found at: https://ieeexplore.ieee.org/document/7817063 Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
HAL Id:hal-02441970
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Université de Carthage (TUNISIA)
Other partners > Université de Tunis (TUNISIA)
Laboratory name:
Deposited On:12 Dec 2019 11:11

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