Publications
Books
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Performance Modeling and Analysis of Communication Networks. . In . Würzburg University Press, https://modeling.systems/, 2021.
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Evaluation in the Crowd. . In . Springer, 2017.
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Proceedings of The 28th International Teletraffic Congress 2016 (ITC 28). . ITC, IEEE, ACM, Würzburg, Germany, 2016.
Book Chapters
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Context Monitoring for Improved System Performance and QoE. . In Autonomous Control for a Reliable Internet of Services: Methods, Models, Approaches, Techniques, Algorithms, and Tools, I. Ganchev, R. D. van der Mei, H. van den Berg (eds.). Springer International Publishing, 2018.
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The Value of Context-Awareness in Bandwidth-Challenging HTTP Adaptive Streaming Scenarios. . In Autonomous Control for a Reliable Internet of Services: Methods, Models, Approaches, Techniques, Algorithms, and Tools, I. Ganchev, R. D. van der Mei, H. van den Berg (eds.). Springer International Publishing, 2018.
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Big-Data Helps SDN to Improve Application Specific Quality of Service. . In Big Data and Software Defined Networks. Institution of Engineering and Technology (IET), 2018.
Journal Articles
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The Missing Link in Network Intrusion Detection: Taking AI/ML Research Efforts to Users. . In IEEE Access. 2024.
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Machine Learning with Computer Networks: Techniques, Datasets and Models. . In IEEE Access. 2024.
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Marina: Realizing ML-Driven Real-Time Network Traffic Monitoring at Terabit Scale. . In Transactions on Network and Service Management (TNSM). 2024.
Conference Papers (Proceedings)
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(Not) The Sum of Its Parts: Relating Individual Video and Browsing Stimuli to Web Session QoE. . In 16th International Conference on Quality of Multimedia Experience (QoMEX). Karlshamn, Sweden, 2024.
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QoEXplainer: Mediating Explainable Quality of Experience Models with Large Language Models. . In 16th International Conference on Quality of Multimedia Experience (QoMEX). Karlshamn, Sweden, 2024.
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HALIDS: a hardware-assisted machine learning IDS for in-network monitoring. . In 2024 8th Network Traffic Measurement and Analysis Conference (TMA), Dresden, Germany. 2024.
Research Reports
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White Paper on Crowdsourced Network and QoE Measurements – Definitions, Use Cases and Challenges. Technical Report (10.25972/OPUS-20232), . . Würzburg, 2020.
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Discrete-Time Analysis: Deriving the Distribution of the Number of Events in an Arbitrarily Distributed Interval. Technical Report (498), . . University of Wuerzburg, 2016.
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A Survey of Cloud Services and Potential Applications of Social Awareness. Technical Report (496), . . University of Wuerzburg, 2015.
Theses
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Monitoring the Quality of Streaming and Internet of Things Applications. Technical Report (PhD dissertation), . . PhD dissertation. University of Würzburg, 2024, January.
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Performance Evaluation of Next-Generation Data Plane Architectures and their Components. Technical Report (PhD dissertation), . . PhD dissertation. University of Würzburg, 2022, April.
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Estimating Quality of Experience of Enterprise Applications - A Crowdsourcing-based Approach. Technical Report (PhD dissertation), . . PhD dissertation. University of Würzburg, 2020, October.