Title :
On user-centric tools for QoE-based recommendation and real-time analysis of large-scale markets
Author :
Katsarakis, Michalis ; Fortetsanakis, Georgios ; Charonyktakis, Paulos ; Kostopoulos, A. ; Papadopouli, Maria
Author_Institution :
Found. for Res. & Technol.-Hellas, Univ. of Crete, Heraklion, Greece
Abstract :
This article focuses on mechanisms that empower users with quality of experience recommendations and smart real-time analytics. It presents a user-centric recommendation system (called u-map) that enables users to collect network measurements and subjective opinion scores about the performance of various services. It also cross-correlates measurements obtained by u-map to provide geo-statistics, user profiles, and quality of experience prediction models for different services. The article also presents CoRLAB, a modular multi-layer framework for modeling and assessing various markets, services, and their evolution under a diverse set of customer populations and conditions. U-map feeds CoRLAB with user measurements and feedback in (semi) real-time. The article discusses how u-map and CoRLAB have been used to analyze telecommunication markets and services. It highlights the main research results, challenges, and potential research directions.
Keywords :
mobile computing; mobile radio; quality of experience; real-time systems; recommender systems; CoRLAB; QoE based recommendation; modular multilayer framework; quality of experience prediction models; quality of experience recommendations; real-time analysis; telecommunication markets; u-map; user-centric recommendation system; Analytical models; Data models; Flexible printed circuits; Quality of service; Real-time systems; Statistics; User interfaces;
Journal_Title :
Communications Magazine, IEEE
DOI :
10.1109/MCOM.2014.6894450