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Publications of the Research Group

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2022

A2Log: Attentive Augmented Log Anomaly Detection [13]

Wittkopp, Thorsten and Acker, Alexander and Nedelkoski, Sasho and Bogatinovski, Jasmin and Scheinert, Dominik and Fan, Wu and Odej Kao

55th Hawaii International Conference on Systems Science, to appear. 2022

Download Bibtex entry [14]

2021

On the Potential of Execution Traces for Batch Processing Workload Optimization in Public Clouds [15]

Scheinert, Dominik and Alamgiralem, Alireza and Bader, Jonathan and Will, Jonathan and Wittkopp, Thorsten and Thamsen, Lauritz

2021 IEEE International Conference on Big Data. IEEE, to appear. 2021

Download Bibtex entry [16]

Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous Clusters [17]

Bader, Jonathan and Thamsen, Lauritz and Kulagina, Svetlana and Will, Jonathan and Meyerhenke, Henning and Kao, Odej

2021 IEEE International Conference on Big Data. IEEE, to appear. 2021

Download Bibtex entry [18]

AuctionWhisk: Using an Auction-Inspired Approach for Function Placement in Serverless Fog Platforms [19]

Bermbach, David and Bader, Jonathan and Hasenburg, Jonathan and Pfandzelter, Tobias and Thamsen, Lauritz

Software: Practice and Experience. Wiley, to appear. 2021

Download Bibtex entry [20]

Let's Wait Awhile: How Temporal Workload Shifting Can Reduce Carbon Emissions in the Cloud [21]

Wiesner, Philipp and Behnke, Ilja and Scheinert, Dominik and Gontarska, Kordian and Thamsen, Lauritz

22nd International Middleware Conference (Middleware). ACM, to appear. 2021

Link to code repository Download Bibtex entry [22]

LogLAB: Attention-Based Labeling of Log Data Anomalies via Weak Supervision [23]

Wittkopp, Thorsten and Wiesner, Philipp and Scheinert, Dominik and Acker, Alexander

19th International Conference on Service-Oriented Computing, to appear. 2021

Download Bibtex entry [24]

A Taxonomy of Anomalies in Log Data

Wittkopp, Thorsten and Wiesner, Philipp and Scheinert, Dominik and Kao, Odej

19th International Conference on Service-Oriented Computing, to appear. 2021

Download Bibtex entry [25]

Enel: Context-Aware Dynamic Scaling of Distributed Dataflow Jobs using Graph Propagation [26]

Scheinert, Dominik and Zhu, Houkun and Thamsen, Lauritz and Geldenhuys, Morgan K. and Will, Jonathan and Acker, Alexander and Kao, Odej

40th IEEE International Performance Computing and Communications Conference. IEEE, to appear. 2021

Link to code repository Download Bibtex entry [27]

EdgePier: P2P-based Container Image Distribution in Edge Computing Environments [28]

Soeren Becker and Florian Schmidt and Odej Kao

40th IEEE International Performance Computing and Communications Conference. IEEE, to appear. 2021

Download Bibtex entry [29]

LOS: Local-Optimistic Scheduling of Periodic Model Training For Anomaly Detection on Sensor Data Streams in Meshed Edge Networks [30]

Soeren Becker and Florian Schmidt and Lauritz Thamsen and Ana Juan Ferrer and Odej Kao

IEEE International Conference on Autonomic Computing and Self-Organizing Systems. IEEE, to appear. 2021

Download Bibtex entry [31]

Causal Inference Techniques for Microservice Performance Diagnosis: Evaluation and Guiding Recommendations [32]

Wu, Li and Tordsson, Johan and Elmroth, Erik and Kao, Odej

IEEE International Conference on Autonomic Computing and Self-Organizing Systems. IEEE, to appear. 2021

Download Bibtex entry [33]

Bellamy: Reusing Performance Models for Distributed Dataflow Jobs Across Contexts [34]

Scheinert, Dominik and Thamsen, Lauritz and Zhu, Houkun and Will, Jonathan and Acker, Alexander and Wittkopp, Thorsten and Kao, Odej

2021 IEEE International Conference on Cluster Computing (CLUSTER). IEEE, 261-270. 2021

Link to code repository Download Bibtex entry [35]

The Collaborative Research Center FONDA [36]

Ulf Leser, Odej Kao, and others

Datenbank Spektrum. Springer. 2021

Download Bibtex entry [37]

Predicting Medical Interventions from Vital Parameters: Towards a Decision Support System for Remote Patient Monitoring [38]

Gontarska, Kordian and Wrazen, Weronika and Beilharz, Jossekin and Schmid, Robert and Thamsen, Lauritz and Polze, Andreas

19th Conference on Artificial Intelligence in Medicine (AIME'21), 293-297. 2021

Link to original publication [39] Download Bibtex entry [40]

LEAF: Simulating Large Energy-Aware Fog Computing Environments [41]

Wiesner, Philipp and Thamsen, Lauritz

2021 5th IEEE International Conference on Fog and Edge Computing (ICFEC). IEEE, 29-36. 2021

Link to code repository Download Bibtex entry [42]

Towards a Cognitive Compute Continuum: An Architecture for Ad-Hoc Self-Managed Swarms [43]

Ferrer, Ana Juan and Becker, Soeren and Schmidt, Florian and Thamsen, Lauritz and Kao, Odej

Workshop Proceedings of the 21st IEEE/ACM international Symposium on Cluster, Cloud and Internet Computing. IEEE, To appear. 2021

Download Bibtex entry [44]

Learning Dependencies in Distributed Cloud Applications to Identify and Localize Anomalies [45]

Scheinert, Dominik and Acker, Alexander and Thamsen, Lauritz and Geldenhuys, Morgan K. and Kao, Odej

Workshop Proceedings of the 43th International Conference on Software Engineering, 7-12. 2021

Download Bibtex entry [46]

Robust and Transferable Anomaly Detection in Log Data using Pre-Trained Language Models [47]

Bogatinovski, Jasmin and Harald, Ott and, Acker, Alexander and Nedelkoski, Sasho and Kao, Odej

Workshop Proceedings of the 43th International Conference on Software Engineering. ACM, To appear. 2021

Download Bibtex entry [48]

MicroDiag: Fine-grained Performance Diagnosis for Microservice Systems [49]

Wu, Li and Tordsson, Johan and Bogatinovski, Jasmin and Elmroth, Erik and Kao, Odej

Workshop Proceedings of the 43th International Conference on Software Engineering. ACM, To appear. 2021

Download Bibtex entry [50]

PIERES: A Playground for Network Interrupt Experiments on Real-Time Embedded Systems in the IoT [51]

Franz Bender, Jan Jonas Brune, Nick Lauritz Keutel, Ilja Behnke and Lauritz Thamsen

2021 ACM/SPEC International Conference on Performance Engineering Companion. ACM, 81-84. 2021

Link to original publication [52] Download Bibtex entry [53]

Predicting Medical Interventions from Vital Parameters: Towards a Decision Support System for Remote Patient Monitoring

Gontarska, Kordian and Wrazen, Weronika and Beilharz, Jossekin and Schmid, Robert and Thamsen, Lauritz and Polze, Andreas

International Conference on Artificial Intelligence in Medicine, 293–297. 2021

Download Bibtex entry [54]

Detecting and Mitigating Network Packet Overloads on Real-Time Devices in IoT Systems [55]

Danicki, Robert and Haug, Martin and Behnke, Ilja and Mädje, Laurenz and Thamsen, Lauritz

4th International Workshop on Edge Systems, Analytics and Networking (EdgeSys'21), 25-30. 2021

Link to original publication [56] Download Bibtex entry [57]

Towards a Staging Environment for the Internet of Things [58]

Jossekin Beilharz, Philipp Wiesner, Arne Boockmeyer, Florian Brokhausen, Ilja Behnke, Robert Schmid, Lukas Pirl, and Lauritz Thamsen

2021 IEEE International Conference on Pervasive Computing and Communications Workshops, To appear. 2021

Link to code repository Download Bibtex entry [59]

Artificial Intelligence for IT Operations (AIOPS) Workshop White Paper [60]

Jasmin Bogatinovski and Sasho Nedelkoski and Alexander Acker and Florian Schmidt and Thorsten Wittkopp and Soeren Becker and Jorge Cardoso and Odej Kao

2021

Download Bibtex entry [61]

Assessing the Resilience of Water Distribution Networks Under Different Sensor Network Architectures and Data Sampling Frequencies [62]

Siling Chen, Florian Brokhausen, Philipp Wiesner, Lauritz Thamsen, and Andrea Cominola

Proceedings of the 2nd International Symposium on Water System Operations (ISWSO). IAHR, 1-2. 2021

Download Bibtex entry [63]

On the Future of Cloud Engineering

David Bermbach, Abhishek Chandra, Chandra Krintz, Aniruddha Gokhale, Aleksander Slominski, Lauritz Thamsen, Everton Cavalcante, Tian Guo, Ivona Brandic, and Rich Wolski

Proceedings of the 9th IEEE International Conference on Cloud Engineering (IC2E). IEEE, to appear. 2021

Download Bibtex entry [64]

Evaluation of Load Prediction Techniques for Distributed Stream Processing [65]

Gontarska, Kordian and Geldenhuys, Morgan and Scheinert, Dominik and Wiesner, Philipp and Polze, Andreas and Thamsen, Lauritz

International Conference on Cloud Engineering. IEEE, to appear. 2021

Link to code repository Download Bibtex entry [66]

Rafiki: Task-level Capacity Planning in Distributed Stream Processing Systems [67]

Pfister, Benjamin JJ and Lickefett, Wolf S and Nitschke, Jan and Paul, Sumit and Geldenhuys, Morgan K and Scheinert, Dominik and Gontarska, Kordian and Thamsen, Lauritz

International European Conference on Parallel and Distributed Computing. Springer, to appear. 2021

Download Bibtex entry [68]

Dependable IoT Data Stream Processing for Monitoring and Control of Urban Infrastructures

Geldenhuys, Morgan K. and Will, Jonathan and Pfister, Benjamin and Haug, Martin and Scharmann, Alexander and Thamsen, Lauritz

IEEE International Conference on Cloud Engineering. IEEE, to appear. 2021

Download Bibtex entry [69]

GRAL: Localization of Floating Wireless Sensors in Pipe Networks

Martin Haug, Felix Lorenz, and Lauritz Thamsen

Proceedings of the 9th IEEE International Conference on Cloud Engineering (IC2E). IEEE, to appear. 2021

Download Bibtex entry [70]

Observing Earth’s magnetic environment with the GRACE-FO mission

Stolle, Claudia and Michaelis, Ingo and Xiong, C and Rother, Martin and Usbeck, Th and Yamazaki, Yosuke and Rauberg, Jan and Styp-Rekowski, K

Earth, Planets and Space. Springer, 1–21. 2021

Download Bibtex entry [71]

Calibration of the GRACE-FO Satellite Platform Magnetometers and Co-Estimation of Intrinsic Time Shift in Data

Styp-Rekowski, Kevin and Stolle, Claudia and Michaelis, Ingo and Kao, Odej

2021 IEEE International Conference on Big Data (Big Data). IEEE, To appear. 2021

Download Bibtex entry [72]

Service-Oriented Computing [73]

Hakim Hacid and Odej Kao et al.

Springer. 2021

Download Bibtex entry [74]

C3O: Collaborative Cluster Configuration Optimization for Distributed Data Processing in Public Clouds [75]

Will, Jonathan and Thamsen, Lauritz and Scheinert, Dominik and Bader, Jonathan and Kao, Odej

International Conference on Cloud Engineering. IEEE, to appear. 2021

Link to code repository Download Bibtex entry [76]

Training Data Reduction for Performance Models of Data Analytics Jobs in the Cloud [77]

Will, Jonathan and Arslan, Onur and Bader, Jonathan and Scheinert, Dominik and Thamsen, Lauritz

International Conference on Big Data. IEEE, to appear. 2021

Download Bibtex entry [78]

Control Optimization Through Prediction-Based Wastewater Management [79]

Tilcher, David Konstantin and Popescu, Florin and Sommer, Harald and Thamsen, Lauritz and Thamsen, Paul Uwe

Proceedings of the ASME 2021 Fluids Engineering Division Summer Meeting. ASME, 9. 2021

Download Bibtex entry [80]

2020

Self-Supervised Anomaly Detection from Distributed Traces [81]

J. Bogatinovski and S. Nedelkoski and J. Cardoso and O. Kao

2020 IEEE/ACM 13th International Conference on Utility and Cloud Computing (UCC), 342–347. 2020

Download Bibtex entry [82]

A Scalable and Dependable Data Analytics Platform for Water Infrastructure Monitoring [83]

Lorenz, Felix and Geldenhuys, Morgan and Sommer, Harald and Jakobs, Frauke and Lüring, Carsten and Skwarek, Volker and Behnke, Ilja and Thamsen, Lauritz

2020 IEEE International Conference on Big Data. IEEE, 3488–3493. 2020

Link to code repository Download Bibtex entry [84]

Autoencoder-based Condition Monitoring and Anomaly Detection Method for Rotating Machines [85]

Ahmad, Sabtain and Styp-Rekowski, Kevin and Nedelkoski, Sasho and Kao, Odej

2020 IEEE International Conference on Big Data (Big Data), 4093–4102. 2020

Download Bibtex entry [86]

Chiron: Optimizing Fault Tolerance in QoS-aware Distributed Stream Processing Jobs [87]

Geldenhuys, Morgan and Thamsen, Lauritz and Kao, Odej

2020 IEEE International Conference on Big Data, 434–440. 2020

Download Bibtex entry [88]

Optimizing Convergence for Iterative Learning of ARIMA for Stationary Time Series [89]

Styp-Rekowski, Kevin and Schmidt, Florian and Kao, Odej

2020 IEEE International Conference on Big Data (Big Data), 2217–2222. 2020

Download Bibtex entry [90]

Performance Diagnosis in Cloud Microservices using Deep Learning [91]

Wu, Li and Bogatinovski, Jasmin and Nedelkoski, Sasho and Tordsson, Johan and Kao, Odej

18th International Conference on Service-Oriented Computing, To appear. 2020

Download Bibtex entry [92]

Towards AIOps in Edge Computing Environments [93]

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

2020 IEEE International Conference on Big Data. IEEE, 3470–3475. 2020

Download Bibtex entry [94]

Towards Collaborative Optimization of Cluster Configurations for Distributed Dataflow Jobs [95]

Will, Jonathan and Bader, Jonathan and Thamsen, Lauritz

2020 IEEE International Conference on Big Data. IEEE, 2851–2856. 2020

Link to code repository Download Bibtex entry [96]

TELESTO: A Graph Neural Network Model for Anomaly Classification in Cloud Services [97]

Scheinert, Dominik and Acker, Alexander

18th International Conference on Service-Oriented Computing, 214-227. 2020

Download Bibtex entry [98]

Interrupting Real-Time IoT Tasks: How Bad Can It Be to Connect Your Critical Embedded System to the Internet? [99]

Behnke, Ilja and Pirl, Lukas and Thamsen, Lauritz and Danicki, Robert and Polze, Andreas and Kao, Odej

IPCCC 2020: 39th International Performance Computing and Communications Conference, 1-6. 2020

Link to original publication [100] Download Bibtex entry [101]

Decentralized Federated Learning Preserves Model and Data Privacy [102]

Thorsten Wittkopp and Alexander Acker

18th International Conference on Service-Oriented Computing, 176–187. 2020

Link to original publication [103] Download Bibtex entry [104]

Self-Attentive Classification-Based Anomaly Detection in Unstructured Logs [105]

Nedelkoski, Sasho and Bogatinovski, Jasmin and Acker, Alexander and Cardoso, Jorge and Kao, Odej

ICDM 2020: 20th IEEE International Conference on Data Mining, 1196–1201. 2020

Link to original publication [106] Download Bibtex entry [107]

Superiority of Simplicity: A Lightweight Model for Network Device Workload Prediction [108]

Acker, Alexander and Wittkopp, Thorsten and Nedelkoski, Sasho and Bogatinovski, Jasmin and Kao, Odej

15th Conference on Computer Science and Information Systems, 7–10. 2020

Link to original publication [109] Link to code repository Download Bibtex entry [110]

Self-Supervised Log parsing [111]

S. Nedelkoski and J. Bogatinovski and A. Acker and J. Cardoso and O. Kao

European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML-PKDD 2020, 1–742. 2020

Download Bibtex entry [112]

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