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2017 | OriginalPaper | Buchkapitel

3. Architecture of Data-Driven Personalized QoE Management

verfasst von : Ying Wang, Wen’an Zhou, Ping Zhang

Erschienen in: QoE Management in Wireless Networks

Verlag: Springer International Publishing

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Abstract

In this chapter, we propose a systematic architecture on data-driven personalized QoE management. A framework of the QoE management architecture is firstly introduced, which consists of two modules namely (1) training module and (2) control module. We also depict two models for the prediction of user preference, including Bayesian Graphic Model and Context Aware Matrix Factorization Model. A preliminary use case is deployed to demonstrate and evaluate the proposed architecture. Simulation results illustrate the superior performance of proposed architecture compared with traditional water-filling method.

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Literatur
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Zurück zum Zitat S. Kisoon, M. Aekyung, and C. Yongil. “A case study of context-aware personalized services on IMPACT platform: Adsonmap services”. In Proc. of IEEE International Conference on Advanced Communication Technology (ICACT), Ireland, Feb. 2009. S. Kisoon, M. Aekyung, and C. Yongil. “A case study of context-aware personalized services on IMPACT platform: Adsonmap services”. In Proc. of IEEE International Conference on Advanced Communication Technology (ICACT), Ireland, Feb. 2009.
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Zurück zum Zitat Z. Hua. “Construction of a Personalized Service Oriented Learning Resource Management System Framework”. In Proc. of IEEE International Workshop on Knowledge Discovery and Data Mining (WKDD), Saudi Arabia, Jan. 2008. Z. Hua. “Construction of a Personalized Service Oriented Learning Resource Management System Framework”. In Proc. of IEEE International Workshop on Knowledge Discovery and Data Mining (WKDD), Saudi Arabia, Jan. 2008.
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Zurück zum Zitat Y. Wang, P. Li, J. Lei, Z. Su, N. Cheng, X. Shen, and P. Zhang. “A Data-Driven Architecture for Personalized QoE Management in 5G Wireless Networks”. In IEEE Wireless Communications. IEEE. Y. Wang, P. Li, J. Lei, Z. Su, N. Cheng, X. Shen, and P. Zhang. “A Data-Driven Architecture for Personalized QoE Management in 5G Wireless Networks”. In IEEE Wireless Communications. IEEE.
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Zurück zum Zitat Y. Wang, P. Li, H. Tao, R. Meng, and J. Liu. “Bayesian graphic model based user preference prediction for future personalized service provisioning”. In 2015 IEEE/CIC International Conference on Communications in China (ICCC), pages 1–6. IEEE, 2015. Y. Wang, P. Li, H. Tao, R. Meng, and J. Liu. “Bayesian graphic model based user preference prediction for future personalized service provisioning”. In 2015 IEEE/CIC International Conference on Communications in China (ICCC), pages 1–6. IEEE, 2015.
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Zurück zum Zitat J. Liu, Y. Wang, and H. Tao. “An improved matrix factorization model under multidimensional context situation”. In 2015 IEEE/CIC International Conference on Communications in China (ICCC), pages 1–6. IEEE, 2015. J. Liu, Y. Wang, and H. Tao. “An improved matrix factorization model under multidimensional context situation”. In 2015 IEEE/CIC International Conference on Communications in China (ICCC), pages 1–6. IEEE, 2015.
Metadaten
Titel
Architecture of Data-Driven Personalized QoE Management
verfasst von
Ying Wang
Wen’an Zhou
Ping Zhang
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-42454-5_3

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