Time | Title | Author(s) | Affiliation(s) |
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12:30 - 12:40 | Welcome and Opening | David Hock, Michael Seufert | Infosim, University of Würzburg |
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Session 1 | Monitoring | Chair: Nikolas Wehner | |
12:45 - 13:05 | NetBOA: Self-Driving Network Benchmarking | Johannes Zerwas, Patrick Kalmbach, Andreas Blenk | Technical University of Munich |
13:10 - 13:30 | Detecting Congestion of Bottleneck Links Through Machine Learning | Andreas Könsgen, Anna Förster | University of Bremen |
13:35 - 13:55 | IP2Vec: Learning Similarities between IP Addresses | Markus Ring, Dieter Landes, Alexander Dallmann, Andreas Hotho | Coburg University of Applied Sciences and Arts, University of Würzburg |
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14:00 - 14:30 | Coffee break | | |
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Session 2 | Configuration | Chair: Susanna Schwarzmann | |
14:30 - 14:50 | AI-Assisted Configuration of Dynamic Real-Time Networks | Alexej Grigorjew, Nikolas Wehner, Michael Seufert, Tobias Hoßfeld | University of Würzburg |
14:55 - 15:15 | Adapting Sensor Network Protocols to Environmental Changes through Machine Learning | Anna Förster | University of Bremen |
15:20 - 15:40 | Machine Learning for Dynamic Resource Allocation in Network Function Virtualization | Stefan Schneider, Narayanan Puthenpurayil Satheeschandran, Manuel Peuster, Holger Karl | University of Paderborn, Amrita School of Engineering |
15:45 - 16:05 | Privacy-Preserving Distributed Learning Framework for 6G Telecom Ecosystems | Pooyan Safari, Behnam Shariati, Johannes Karl Fischer | Fraunhofer Heinrich Hertz Institute |
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16:10 - 16:40 | Coffee break | | |
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Session 3 | Quality of Experience | Chair: Andreas Blenk | |
16:40 - 17:00 | Inferring Web QoE with Machine Learning from Encrypted Network Traffic | Nikolas Wehner, Michael Seufert, Joshua Schüler, Sarah Wassermann, Pedro Casas, Tobias Hoßfeld | University of Würzburg, Austrian Institute of Technology |
17:05 - 17:25 | Uplink Request Based Quality Estimation of Mobile YouTube Using Machine Learning | Frank Loh, Tobias Hoßfeld | University of Würzburg |
17:30 - 17:50 | Analyzing the Costs of QoE Estimation in 5G Networks | Susanna Schwarzmann, Thomas Zinner | Technical University of Berlin, Norwegian University of Science and Technology |