One-to-Many Negotiation QoE Management Mechanism for End-User Satisfaction

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TitreOne-to-Many Negotiation QoE Management Mechanism for End-User Satisfaction
Type de publicationJournal Article
Year of Publication2021
AuteursNajjar A, Mualla Y, Singh KDeep, Picard G, Calvaresi D, Malhi A, Galland S, Framling K
JournalIEEE ACCESS
Volume9
Pagination59231-59243
Type of ArticleArticle
ISSN2169-3536
Mots-clésend-user satisfaction, Estimation, Heuristic algorithms, Licenses, linear model, Measurement, Multiagent systems, One-to-many negotiation mechanism, Optimization, Quality of experience, Transcoding
Résumé

Quality of Experience (QoE) is defined as the measure of end-user satisfaction with the service. Most of the existing works addressing QoE-management rely on a binary vision of end-user satisfaction. This vision has been criticized by the growing empirical evidence showing that QoE is rather a degree. This article aims to go beyond the binary vision and propose a QoE management mechanism. We propose a one-to-many negotiation mechanism allowing the provider to undertake satisfaction management: to meet fine-grained user QoE goals, while still minimizing the costs. This problem is formulated as an optimization problem, for which a linear model is proposed. For reference, a generic linear program solver is used to find the optimal solution, and an alternative heuristic algorithm is devised to improve the responsiveness when the system has to scale up with a fast-growing number of users. Both are implemented and experimentally evaluated against state-of-the-art one-to-many negotiation frameworks.

DOI10.1109/ACCESS.2021.3071646