ACQUA: A user friendly platform for lightweight network monitoring and QoE forecasting
Résumé
ACQUA, Application for prediCting QUality ofExperience at Internet Access, is an Android application tomeasure mobile network access performance and to estimatehow this performance affects main applications of interest tothe end user from Quality of Experience (QoE) viewpoint.Every application supported in ACQUA is a function, or amodel, built offline, that links the network-level and device-levelmeasurements to expected Quality of Experience. Supervisedmachine learning techniques are used to establish such link.Thanks to a lightweight measurement strategy, ACQUA canperform measurements continuously and show to the user, inaddition to QoE estimations, measurement results obtained bothactively and passively. This way we we can provide insights overtime on network performance as well as user-friendly QoE valuesthat explain the state of the network. Finally, ACQUA provides afeedback channel for end users to express themselves about theirreal QoE, a feedback that we plan to use to assess the importanceof the subjectivity of QoE in real life scenarios.
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