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White paper on crowdsourced network and QoE measurements – definitions, use cases and challenges (2020)
Beyer, André ; Hall, Andrew ; Schwind, Anika ; Gassner, Christian ; Guillemin, Fabrice ; Wamser, Florian ; Wascinski, Krzysztof ; Hirth, Matthias ; Seufert, Michael ; Casas, Pedro ; Tran-Gia, Phuoc ; Wunderer, Stefan ; Hoßfeld, Tobias ; Robitza, Werner ; Wascinski, Wojciech ; Ben Houidi, Zied
The goal of the white paper at hand is as follows. The definitions of the terms build a framework for discussions around the hype topic ‘crowdsourcing’. This serves as a basis for differentiation and a consistent view from different perspectives on crowdsourced network measurements, with the goal to provide a commonly accepted definition in the community. The focus is on the context of mobile and fixed network operators, but also on measurements of different layers (network, application, user layer). In addition, the white paper shows the value of crowdsourcing for selected use cases, e.g., to improve QoE or regulatory issues. Finally, the major challenges and issues for researchers and practitioners are highlighted. This white paper is the outcome of the Würzburg seminar on “Crowdsourced Network and QoE Measurements” which took place from 25-26 September 2019 in Würzburg, Germany. International experts were invited from industry and academia. They are well known in their communities, having different backgrounds in crowdsourcing, mobile networks, network measurements, network performance, Quality of Service (QoS), and Quality of Experience (QoE). The discussions in the seminar focused on how crowdsourcing will support vendors, operators, and regulators to determine the Quality of Experience in new 5G networks that enable various new applications and network architectures. As a result of the discussions, the need for a white paper manifested, with the goal of providing a scientific discussion of the terms “crowdsourced network measurements” and “crowdsourced QoE measurements”, describing relevant use cases for such crowdsourced data, and its underlying challenges. During the seminar, those main topics were identified, intensively discussed in break-out groups, and brought back into the plenum several times. The outcome of the seminar is this white paper at hand which is – to our knowledge – the first one covering the topic of crowdsourced network and QoE measurements.
Load dynamics of a multiplayer online battle arena and simulative assessment of edge server placements (2016)
Burger, Valentin ; Pajo, Jane Frances ; Sanchez, Odnan Ref ; Seufert, Michael ; Schwartz, Christian ; Wamser, Florian ; Davoli, Franco ; Tran-Gia, Phuoc
Predicting QoE in cellular networks using machine learning and in-smartphone measurements (2017)
Casas, Pedro ; D'Alconzo, Alessandro ; Wamser, Florian ; Seufert, Michael ; Gardlo, Bruno ; Schwind, Anika ; Tran-Gia, Phuoc ; Schatz, Raimund
Taming QoE in cellular networks: from subjective lab studies to measurements in the field (2015)
Casas, Pedro ; Gardlo, Bruno ; Seufert, Michael ; Wamser, Florian ; Schatz, Raimund
Exploring QoE in cellular networks: how much bandwidth do you need for popular smartphone apps? (2015)
Casas, Pedro ; Schatz, Raimund ; Wamser, Florian ; Seufert, Michael ; Irmer, Ralf
Next to you: monitoring quality of experience in cellular networks from the end-devices (2016)
Casas, Pedro ; Seufert, Michael ; Wamser, Florian ; Gardlo, Bruno ; Sackl, Andreas ; Schatz, Raimund
Enhancing machine learning based QoE prediction by ensemble models (2018)
Casas, Pedro ; Seufert, Michael ; Wehner, Nikolas ; Schwind, Anika ; Wamser, Florian
Study on the accuracy of QoE monitoring for HTTP adaptive video streaming using VNF (2017)
Dinh-Xuan, Lam ; Seufert, Michael ; Wamser, Florian ; Tran-Gia, Phuoc
QoE aware placement of content in edge networks on the example of a photo album cloud service (2016)
Dinh-Xuan, Lam ; Seufert, Michael ; Wamser, Florian ; Tran-Gia, Phuoc
Performance evaluation of service functions chain placement algorithms in edge cloud (2018)
Dinh-Xuan, Lam ; Seufert, Michael ; Wamser, Florian ; Tran-Gia, Phuoc ; Vassilakis, Constantinos ; Zafeiropoulos, Anastasios
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