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Publications of the Research Group

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2016

Exploratory Authoring of Interactive Content in a Live Environment (Technical Report)

Otto, Philipp and Pollak, Jaqueline and Werner, Daniel and Wolff, Felix and Steinert, Bastian and Thamsen, Lauritz and Taeumel, Marcel and Lincke, Jens and Krahn, Robert and Ingalls, Daniel H. H. and Hirschfeld, Robert

Technical Report. Hasso Plattner Institute. 2016

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Aura: A Flexible Dataflow Engine for Scalable Data Processing

Herb, Tobias, and Thamsen, Lauritz and Renner, Thomas and Kao, Odej

Tools for High Performance Computing 2015: Proceedings of the 9th International Workshop on Parallel Tools for High Performance Computing, September 2015, Dresden, Germany. Springer, 117-126. 2016

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A System Architecture for Real-time Anomaly Detection in Large-scale NFV Systems

Gulenko, Anton and Wallschläger, Marcel and Schmidt, Florian and Kao, Odej and Liu, Feng

Procedia Computer Science. Elsevier} volume = {94, 491–496. 2016

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Progress Estimation in Parallel Data Processing Systems

Höger, Mareike and Kao, Odej

Ubiquitous Intelligence & Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Cloud and Big Data Computing, Internet of People, and Smart World Congress (UIC/ATC/ScalCom/CBDCom/IoP/SmartWorld), 2016 Intl IEEE Conferences, 690–697. 2016

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Evaluating machine learning algorithms for anomaly detection in clouds

Gulenko, Anton and Wallschläger, Marcel and Schmidt, Florian and Kao, Odej and Liu, Feng

Big Data (Big Data), 2016 IEEE International Conference on, 2716–2721. 2016

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Towards Seamless Integration of Software-Defined Networking within Distributed File Systems

Koerner, Marc and Kao, Odej

Proceedings of the International Conference on Cloud Computing Research and Innovation 2016 (ICCCRI). IEEE, 1–4. 2016

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Towards Container-Based Resource Management for the Internet of Things

T. Renner and M. Meldau and A. Kliem

2016 International Conference on Software Networking (ICSN), 1-5. 2016

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The ASCETiC testbed - An Energy Efficient Cloud Computing Environment

Koerner, Marc and Stanik, Alexander and Kao, Odej and Wallschaeger, Marcel and Becker, Soeren

Proceedings of the 11th EAI International Conference on Testbeds and Research Infrastructures for the Development of Networks and Communities (TRIDENTCOM). Springer, to appear. 2016

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Continuously Improving the Resource Utilization of Iterative Parallel Dataflows

Thamsen, Lauritz and Renner, Thomas and Kao, Odej

In the Proceedings of the IEEE International Conference on Distributed Computing Systems Workshops (ICDCSW). IEEE, 1–6. 2016

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When to Use a Distributed Dataflow Engine: Evaluating the Performance of Apache Flink

Verbitskiy, Ilya and Thamsen, Lauritz and Kao, Odej

In the Proceedings of the 2nd IEEE International Conference on Cloud and Big Data Computing (CBDCom). IEEE, 698-705. 2016

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MAC Based Dynamic VLAN Tagging with OpenFlow for WLAN Access Networks

Koerner, Marc and Kao, Odej

Proceedings of the 1st International Workshop on Applications of Software-Defined Networking in CLoud Computing (SDNCC). Elsevier, 1-5. 2016

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Record Skipping in Parallel Data Processing Systems

Mareike Höger and O. Kao

2016 International Conference on Cloud and Autonomic Computing (ICCAC), 107-110. 2016

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Visually Programming Dataflows for Distributed Data Analytics

Thamsen, Lauritz and Renner, Thomas and Byfeld, Marvin and Paeschke, Markus and Schröder, Daniel and Böhm, Felix

In the Proceedings of the 2016 IEEE International Conference on Big Data (BigData). IEEE, 2276-2285. 2016

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Selecting Resources for Distributed Dataflow Systems According to Runtime Targets

Thamsen, Lauritz and Verbitskiy, Ilya and Schmidt, Florian and Renner, Thomas and Kao, Odej

In the Proceedings of the 35th IEEE International Performance Computing and Communications Conference (IPCCC). IEEE, 1-8. 2016

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CoLoc: Distributed Data and Container Colocation for Data-Intensive Applications

Renner, Thomas and Thamsen, Lauritz and Kao, Odej

In the Proceedings of the 2016 IEEE International Conference on Big Data (BigData). IEEE, 3008-3015. 2016

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2017

Pluto: The CRDT-Driven IMAP Server

Jungnickel, Tim and Oldenburg, Lennart

Principles and Practice of Consistency for Distributed Data. ACM, 1:1–1:5. 2017

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formic: Building Collaborative Applications with Operational Transformation

Jungnickel, Tim and Bräunlich, Ronny

International Conference on Distributed Applications and Interoperable Systems. Springer, to appear. 2017

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The IMAP CmRDT

Tim Jungnickel and Lennart Oldenburg and Matthias Loibl

Archive of Formal Proofs 2017

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Addressing Hadoop's Small File Problem With an Appendable Archive File Format

Renner, Thomas and Müller, Johannes and Thamsen, Lauritz and Kao, Odej

Proceedings of the Computing Frontiers Conference. ACM, 367–372. 2017

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Adaptive Resource Management for Distributed Data Analytics based on Container-level Cluster Monitoring

Thomas Renner and Lauritz Thamsen and Odej Kao

Proceedings of the 6th International Conference on Data Science, Technology and Applications - Volume 1: DATA,. SciTePress, 38-47. 2017

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Patient-individual morphological anomaly detection in multi-lead electrocardiography data streams

Acker, Alexander and Schmidt, Florian and Gulenko, Anton and Kietzmann, Reinhard and Kao, Odej

Big Data (Big Data), 2017 IEEE International Conference on, 3841–3846. 2017

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Automated Anomaly Detection in Virtualized Services Using Deep Packet Inspection

Wallschläger, Marcel and Gulenko, Anton and Schmidt, Florian and Kao, Odej and Liu, Feng

Procedia Computer Science. Elsevier, 510–515. 2017

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Novel framework combining health records with medical algorithms

Schmidt, Florian and Hennig, Vincent and Köhler, Sarah and Wallschläger, Marcel and Gulenko, Anton and Schmidt, Hartmut and Kao, Odej

Proceedings of the 11th EAI International Conference on Pervasive Computing Technologies for Healthcare, 480–481. 2017

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Fa* ir: A fair top-k ranking algorithm

Zehlike, Meike and Bonchi, Francesco and Castillo, Carlos and Hajian, Sara and Megahed, Mohamed and Baeza-Yates, Ricardo

Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 1569–1578. 2017

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HotPi: Open-Source Collaborative Patient Documentation

Jungnickel, Tim and Cabello, Juan and Raile, Klemens

Computer-Supported Cooperative Work and Social Computing Companion. ACM, 219-222. 2017

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Scheduling Recurring Distributed Dataflow Jobs Based on Resource Utilization and Interference

Lauritz Thamsen, Benjamin Rabier, Florian Schmidt, Thomas Renner, and Odej Kao

In the Proceedings of the 6th 2017 IEEE International Congress on Big Data (BigData Congress 2017). IEEE, 145-152. 2017

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SMiPE: Estimating the Progress of Recurring Iterative Distributed Dataflows

Koch, Jannis and Thamsen, Lauritz and Schmidt, Florian and Kao, Odej

The 18th International Conference on Parallel and Distributed Computing, Applications and Technologies. IEEE, 156–163. 2017

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Ellis: Dynamically Scaling Distributed Dataflows to Meet Runtime Targets

Thamsen, Lauritz and Verbitskiy, Ilya and Beilharz, Jossekin and Renner, Thomas and Polze, Andreas and Kao, Odej

Proceedings of the 2017 IEEE 9th International Conference on Cloud Computing Technology and Science. IEEE, 146–153. 2017

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2018

Adaptive Resource Management for Distributed Data Analytics

Thamsen, Lauritz and Renner, Thomas and Verbitskiy, Ilya and Kao, Odej

Advances in Parallel Computing – Big Data and HPC: Ecosystem and Convergence. IOS Press, 155–170. 2018

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ViMEC: Interactive Application for Micro-Cluster Visualizations

Schmidt, Florian and Ehrenfeld, Yannick

EuroVis 2018 - Posters. The Eurographics Association, 29-31. 2018

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Detecting Anomalous Behavior of Black-Box Services Modeled with Distance-Based Online Clustering

Gulenko, Anton and Schmidt, Florian and Acker, Alexander and Wallschlager, Marcel and Kao, Odej and Liu, Feng

2018 IEEE 11th International Conference on Cloud Computing (CLOUD), 912–915. 2018

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IFTM-Unsupervised Anomaly Detection for Virtualized Network Function Services

Schmidt, Florian and Gulenko, Anton and Wallschläger, Marcel and Acker, Alexander and Hennig, Vincent and Liu, Feng and Kao, Odej

2018 IEEE International Conference on Web Services (ICWS), 187–194. 2018

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Decision Tree Visualization for High-dimensional Numerical Data

Szücs, Dora and Schmidt, Florian

2018 IEEE International Conference on Social Networks Analysis, Management and Security (SNAMS) 2018

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Designing a Planetary-Scale IMAP Service with Conflict-free Replicated Data Types

Jungnickel, Tim and Oldenburg, Lennart and Loibl, Matthias

International Conference on Principles of Distributed Systems. LIPIcs, 23:1–23:17. 2018

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Learning Efficient Co-locations for Scheduling Distributed Dataflows in Shared Clusters

Thamsen, Lauritz and Verbitskiy, Ilya and Rabier, Benjamin and Kao, Odej

Services Transactions on Big Data. Services Society, 1–15. 2018

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Endolith: A Blockchain-based Framework to Enhance Data Retention in Cloud Storages

Renner, Thomas and Müller, Johannes and Kao, Odej

Proceedings of the 26th Euromicro International Conference on Parallel, Distributed and Network-based Processing. Euromicro, 627–634. 2018

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A Practical Implementation of In-Band Network Telemetry in Open vSwitch

Gulenko, Anton and Wallschläger, Marcel and Kao, Odej

2018 7th IEEE International Conference on Cloud Networking (CloudNet). IEEE. 2018

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Anomaly Detection for Black Box Services in Edge Clouds Using Packet Size Distribution

Wallschläger, Marcel and Gulenko, Anton and Schmidt, Florian and Acker, Alexander and Kao, Odej

2018 7th IEEE International Conference on Cloud Networking (CloudNet). IEEE. 2018

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Unsupervised Anomaly Event Detection for VNF Service Monitoring using Multivariate Online Arima

Schmidt, Florian and Suri-Payer, Florian and Gulenko, Anton and Wallschläger, Marcel and Acker, Alexander and Kao, Odej

2018 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). IEEE. 2018

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Online Density Grid Pattern Analysis to Classify Anomalies in Cloud and NFV Systems

Acker, Alexander and Schmidt, Florian and Gulenko, Anton and Kao, Odej

2018 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). IEEE. 2018

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Unsupervised Anomaly Event Detection for Cloud Monitoring using Online Arima

Schmidt, Florian and Suri-Payer, Florian and Gulenko, Anton and Wallschläger, Marcel and Acker, Alexander and Kao, Odej

2018 IEEE/ACM International Conference on Utility and Cloud Computing (UCC). IEEE. 2018

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CoBell: Runtime Prediction for Distributed Dataflow Jobs in Shared Clusters

Verbitskiy, Ilya and Thamsen, Lauritz and Renner, Thomas and Kao, Odej

2018 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). IEEE, 81-88. 2018

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Scheduling Stream Processing Tasks on Geo-Distributed Heterogeneous Resources

Janßen, Gerrit and Verbitskiy, Ilya and Renner, Thomas and Thamsen, Lauritz

2018 IEEE International Conference on Big Data. IEEE, 5159–5164. 2018

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2019

Silent Consensus: Probabilistic Packet Sampling for Lightweight Network Monitoring

Wallschläger, Marcel and Acker, Alexander and Kao, Odej

Computational Science and Its Applications – ICCSA 2019. Springer International Publishing, 241–256. 2019

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Anomaly Detection and Levels of Automation for AI-Supported System Administration

Gulenko, Anton and Kao, Odej and Schmidt, Florian

Annual International Symposium on Information Management and Big Data, 1–7. 2019

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Anomaly Detection and Classification using Distributed Tracing and Deep Learning

S. Nedelkoski and J. Cardoso and O. Kao

2019 19th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID). IEEE/ACM, 241-250. 2019

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Digital Teaching and Learning Projects in Engineering Education at Technische Universität Berlin

Schmidt, Florian and Schmitt, Franz-Josef and Böger, Laura and Wilhelm-Weidner, Arno and Torjus, Nicole

2019 ASEE Annual Conference & Exposition. American Society for Engineering Education. 2019

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Multilayer Active Learning for Efficient Learning and Resource Usage in Distributed IoT Architectures

Nedelkoski, Sasho and Thamsen, Lauritz and Verbitskiy, Ilya and Kao, Odej

2019 IEEE International Conference on Edge Computing (EDGE). IEEE, 8-12. 2019

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