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Publications of the Research Group

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A System Architecture for Real-time Anomaly Detection in Large-scale NFV Systems [13]

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

Procedia Computer Science. Elsevier, 491–496. 2016

Download Bibtex entry [14]

Self-Supervised Anomaly Detection from Distributed Traces [15]

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 [16]

Z

Extending WS-Agreement for dynamic negotiation of Service Level Agreements (Technical Report TR-0172, CoreGRID) [17]

Wolfgang Ziegler and Philipp Wieder and Dominic Battré

2008

Download Bibtex entry [18]

Fa*ir: A fair top-k ranking algorithm [19]

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

Link to original publication [20] Download Bibtex entry [21]

W

MicroRCA: Root Cause Localization of Performance Issues in Microservices [22]

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

NOMS 2020-2020 IEEE/IFIP Network Operations and Management Symposium, 1–9. 2020

Download Bibtex entry [23]

MicroRAS: Automatic Recovery in the Absence of Historical Failure Data for Microservice Systems [24]

Wu, Li and Tordsson, Johan and Acker, Alexander and Kao, Odej

2020 IEEE/ACM 13th International Conference on Utility and Cloud Computing (UCC), 227–236. 2020

Download Bibtex entry [25]

Performance Diagnosis in Cloud Microservices using Deep Learning [26]

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 [27]

MicroDiag: Fine-grained Performance Diagnosis for Microservice Systems [28]

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 [29]

Causal Inference Techniques for Microservice Performance Diagnosis: Evaluation and Guiding Recommendations [30]

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 [31]

A2Log: Attentive Augmented Log Anomaly Detection [32]

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 [33]

LogLAB: Attention-Based Labeling of Log Data Anomalies via Weak Supervision [34]

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

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

Download Bibtex entry [35]

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 [36]

Decentralized Federated Learning Preserves Model and Data Privacy [37]

Thorsten Wittkopp and Alexander Acker

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

Link to original publication [38] Download Bibtex entry [39]

Towards Collaborative Optimization of Cluster Configurations for Distributed Dataflow Jobs [40]

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 [41]

C3O: Collaborative Cluster Configuration Optimization for Distributed Data Processing in Public Clouds [42]

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 [43]

Training Data Reduction for Performance Models of Data Analytics Jobs in the Cloud [44]

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 [45]

Let's Wait Awhile: How Temporal Workload Shifting Can Reduce Carbon Emissions in the Cloud [46]

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 [47]

LEAF: Simulating Large Energy-Aware Fog Computing Environments [48]

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 [49]

Unsupervised Anomaly Alerting for IoT-Gateway Monitoring using Adaptive Thresholds and Half-Space Trees [50]

Wetzig, René and Gulenko, Anton and Schmidt, Florian

2019 Sixth International Conference on Internet of Things: Systems, Management and Security (IOTSMS). IEEE, 161–168. 2019

Download Bibtex entry [51]

Search for Similar Scenes in Newsfeeds based on Image Warping Techniques [52]

C. Werner and Odej Kao and Ingo la Tendresse and M. Zibull

Proceedings of the International Conference on Imaging Science, Systems, and Technology, 542–548. 2003

Download Bibtex entry [53]

Exchangeable, Application-Independent Load Balancing for P2P Simulation Frameworks [54]

Daniel Warneke and Ulf Rerrer-Brusch

OMNeT++ 2009: Proceedings of the 2nd International Workshop on OMNeT++ (hosted by SIMUTools 2009). ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering). 2009

Download Bibtex entry [55]

Nephele: Efficient Parallel Data Processing in the Cloud [56]

Daniel Warneke and Odej Kao

MTAGS '09: Proceedings of the 2nd Workshop on Many-Task Computing on Grids and Supercomputers. ACM, 1–10. 2009

Download Bibtex entry [57]

Statistics-based ID Management for Load Balancing in Structured P2P Networks [58]

Daniel Warneke and Christian Dannewitz

Proceedings of the 34rd IEEE Conference on Local Computer Networks (LCN 2009). IEEE Computer Society, 273–276. 2009

Download Bibtex entry [59]

Exploiting Dynamic Resource Allocation for Efficient Parallel Data Processing in the Cloud [60]

Daniel Warneke and Odej Kao

Parallel and Distributed Systems, IEEE Transactions on. IEEE Press, 985–997. 2011

Download Bibtex entry [61]

Load Balancing in P2P Networks: Using Statistics to Fight Data and Execution Skew

Daniel Warneke and Christian Dannewitz

Journal of Advances in Information Technology (JAIT) - Special Issue on Advances in P2P Technology. Academy Publisher, 40–49. 2011

Download Bibtex entry [62]

Massively Parallel Data Processing on Infrastructure as a Service Platforms [63]

Daniel Warneke

2011 Technische Universität Berlin

Download Bibtex entry [64]

Automated Anomaly Detection in Virtualized Services Using Deep Packet Inspection [65]

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

Procedia Computer Science. Elsevier, 510–515. 2017

Download Bibtex entry [66]

Anomaly Detection for Black Box Services in Edge Clouds Using Packet Size Distribution [67]

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

2018 7th IEEE International Conference on Cloud Networking (CloudNet). IEEE, 1–6. 2018

Download Bibtex entry [68]

Silent Consensus: Probabilistic Packet Sampling for Lightweight Network Monitoring [69]

Wallschläger, Marcel and Acker, Alexander and Kao, Odej

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

Download Bibtex entry [70]

V

When to Use a Distributed Dataflow Engine: Evaluating the Performance of Apache Flink [71]

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

Download Bibtex entry [72]

CoBell: Runtime Prediction for Distributed Dataflow Jobs in Shared Clusters [73]

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

Download Bibtex entry [74]

Mobile cooperative WLANs -- MAC and transceiver design, prototyping, and field measurements [75]

Stefan Valentin and Hermann S. Lichte and Daniel Warneke and Thorsten Biermann and Rafael Funke and Holger Karl

Proceedings of the IEEE Vehicular Technology Conference (VTC-Fall). IEEE, 1–5. 2008

Download Bibtex entry [76]

U

The Collaborative Research Center FONDA [77]

Ulf Leser, Odej Kao, and others

Datenbank Spektrum. Springer. 2021

Download Bibtex entry [78]

T

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]

Orca: A Single-Language Web Framework for Collaborative Development [81]

Thamsen, Lauritz and Gulenko, Anton and Perscheid, Michael and Krahn, Robert and Hirschfeld, Robert and Thomas, David A.

Proceedings of the 2012 10th International Conference on Creating, Connecting and Collaborating Through Computing. IEEE Computer Society, 45–52. 2012

Download Bibtex entry [82]

Preserving Access to Previous System States in the Lively Kernel [83]

Thamsen, Lauritz and Steinert, Bastian and Hirschfeld, Robert

Design Thinking Research. Springer, 235–264. 2015

Download Bibtex entry [84]

Continuously Improving the Resource Utilization of Iterative Parallel Dataflows [85]

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

Link to code repository Download Bibtex entry [86]

Selecting Resources for Distributed Dataflow Systems According to Runtime Targets [87]

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

Download Bibtex entry [88]

Visually Programming Dataflows for Distributed Data Analytics [89]

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

Link to code repository Download Bibtex entry [90]

Ellis: Dynamically Scaling Distributed Dataflows to Meet Runtime Targets [91]

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

Download Bibtex entry [92]

Adaptive Resource Management for Distributed Data Analytics [93]

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

Download Bibtex entry [94]

Learning Efficient Co-locations for Scheduling Distributed Dataflows in Shared Clusters [95]

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

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

Download Bibtex entry [96]

Thamsen, Lauritz and Verbitskiy, Ilya and Nedelkoski, Sasho and Tran, Vinh Thuy and Meyer, Vinicius and Xavier, Miguel G. and Kao, Odej and De Rose, Cesar A. F.

Euro-Par 2019: Parallel Processing Workshops. Springer, 519–530. 2019

Link to original publication [97] Download Bibtex entry [98]

The Effects of Partial Restarts in Evolutionary Search [99]

Ingo la Tendresse and Jens Gottlieb and Odej Kao

Proceedings of the 5th International Conference on Artificial Evolution 2001, Also published as selected paper in LNCS 2310: Artificial Evolution 2001, 117–127. 2002

Download Bibtex entry [100]

Mosaic-based Sketching Interface for Image Databases [101]

Ingo la Tendresse and Odej Kao

Journal of Visual Languages and Computing. Elsevier, 275�293. 2004

Download Bibtex entry [102]

S

Decision Tree Visualization for High-dimensional Numerical Data [103]

Szücs, Dora and Schmidt, Florian

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

Download Bibtex entry [104]

Design and Implementation of the OFELIA FP7 Facility: The European OpenFlow Testbed [105]

Sune, Marc and Bergesio, Leonardo and Woesner, Hagen and Rothe, Tom and Koepsel, Andreas and Colle, Didier and Puype, Bart and Simeonidou, Dimitra and Nejabati, Reza and Channegowda, Mayur and Kind, Mario and Dietz, Thomas and Autenrieth, Achim and Kotronis, Vasileios and Salvadori, Elio and Salsano, Stefano and Koerner, Marc and Sharma, Sachin

Computer Networks (COMNET). Elsevier, to appear. 2013

Download Bibtex entry [106]

PKI based Access Control with Attribute Certificates for Data held on Smartcards [107]

Lutz Suhrbier and Thomas Hildmann

Proceedings HPOVUA 2002 2002

Download Bibtex entry [108]

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 [109]

Optimizing Convergence for Iterative Learning of ARIMA for Stationary Time Series [110]

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

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

Download Bibtex entry [111]

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