DocumentCode :
2290810
Title :
Performance evaluation of a decision-theoretic approach for quality of experience measurement in mobile and pervasive computing scenarios
Author :
Mitra, Karan ; Åhlund, Christer ; Zaslavsky, Arkady
Author_Institution :
Fac. of Inf. Technol., Monash Univ., Caulfield, VIC, Australia
fYear :
2012
fDate :
1-4 April 2012
Firstpage :
2418
Lastpage :
2423
Abstract :
Measuring and predicting users quality of experience (QoE) in dynamic network conditions is a challenging task. This paper presents results related to a decision-theoretic methodology incorporating Bayesian networks (BNs) and utility theory for quality of experience (QoE) measurement and prediction in mobile computing scenarios. In particular, we show how both generative and discriminative BNs can be used to measure and predict users QoE accurately for voice applications under several wireless network conditions such as wireless signal fading, vertical handoffs, wireless network congestion and normal hotspot traffic. Through extensive simulation studies and results analysis, we show that our proposed methodology can achieve an average accuracy of 98.70% using three different types of Bayesian network.
Keywords :
belief networks; computer network performance evaluation; decision theory; fading channels; mobile computing; mobility management (mobile radio); telecommunication traffic; Bayesian network; decision theoretic methodology; dynamic network condition; mobile computing; normal hotspot traffic; performance evaluation; pervasive computing; quality of experience measurement; user quality of experience; utility theory; vertical handoffs; voice applications; wireless network condition; wireless network congestion; wireless signal fading; Accuracy; Bayesian methods; Codecs; Delay; Fading; Mobile communication; Mobile computing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications and Networking Conference (WCNC), 2012 IEEE
Conference_Location :
Shanghai
ISSN :
1525-3511
Print_ISBN :
978-1-4673-0436-8
Type :
conf
DOI :
10.1109/WCNC.2012.6214201
Filename :
6214201
Link To Document :
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