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Publications of the Research Group

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2021

Artificial Intelligence for IT Operations (AIOPS) Workshop White Paper [12]

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 [13]

LEAF: Simulating Large Energy-Aware Fog Computing Environments [14]

Wiesner, Philipp and Thamsen, Lauritz

2021 5th IEEE International Conference on Fog and Edge Computing (ICFEC). IEEE, To appear. 2021

Link to code repository Download Bibtex entry [15]

Learning Dependencies in Distributed Cloud Applications to Identify and Localize Anomalies [16]

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

43rd International Conference on Software Engineering, To appear. 2021

Download Bibtex entry [17]

PIERES: A Playground for Network Interrupt Experiments on Real-Time Embedded Systems in the IoT [18]

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

2021 ACM/SPEC International Conference on Performance Engineering Companion, To appear. 2021

Download Bibtex entry [19]

Robust and Transferable Anomaly Detection in Log Data using Pre-Trained Language Models [20]

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

43rd International Conference on Software Engineering, To appear. 2021

Download Bibtex entry [21]

Towards a Staging Environment for the Internet of Things [22]

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

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

Link to code repository Download Bibtex entry [23]

2020

Performance Diagnosis in Cloud Microservices using Deep Learning [24]

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 [25]

Multi-Source Distributed System Data for AI-powered Analytics [26]

Nedelkoski, Sasho and Bogatinovski, Jasmin and Mandapati, Ajay, and Cardoso, Jorge and Kao, Odej

ESOCC 2020: European Conference On Service-Oriented And Cloud Computing. Springer International Publishing, 161–176. 2020

Link to code repository Download Bibtex entry [27]

A Scalable and Dependable Data Analytics Platform for Water Infrastructure Monitoring [28]

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 [29]

AI-Governance and Levels of Automation for AIOps-supported system administration [30]

Gulenko, Anton and Acker, Alexander and Kao, Odej and Liu, Feng

The 29th International Conference on Computer Communications and Networks, 1–6. 2020

Download Bibtex entry [31]

Autoencoder-based Condition Monitoring and Anomaly Detection Method for Rotating Machines [32]

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

2020 IEEE International Conference on Big Data, To appear. 2020

Download Bibtex entry [33]

Bitflow: An In Situ Stream Processing Framework [34]

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

International Conference on Autonomic Computing and Self-Organizing Systems, 182–187. 2020

Link to code repository Download Bibtex entry [35]

Chiron: Optimizing Fault Tolerance in QoS-aware Distributed Stream Processing Jobs [36]

Geldenhuys, Morgan and Thamsen, Lauritz and Kao, Odej

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

Download Bibtex entry [37]

Decentralized Federated Learning Preserves Model and Data Privacy [38]

Thorsten Wittkopp and Alexander Acker

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

Download Bibtex entry [39]

Fingerprinting Analog IoT Sensors for Secret-Free Authentication [40]

Lorenz, Felix and Thamsen, Lauritz and Wilke, Andreas and Behnke, Ilja and Waldmüller-Littke, Jens and Komarov, Ilya and Kao, Odej and Paeschke, Manfred

2020 29th International Conference on Computer Communications and Networks (ICCCN). IEEE, 1–6. 2020

Link to original publication [41] Download Bibtex entry [42]

Interrupting Real-Time IoT Tasks: How Bad Can It Be to Connect Your Critical Embedded System to the Internet? [43]

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, To appear. 2020

Download Bibtex entry [44]

Learning more expressive joint distributions in multimodal variational methods [45]

S. Nedelkoski and M. Bogojevski and O. Kao

2020 International Conference on Machine Learning, Optimization, and Data Science, LOD 2020, 137–149. 2020

Download Bibtex entry [46]

Mary, Hugo, and Hugo*: Learning to Schedule Distributed Data-Parallel Processing Jobs on Shared Clusters [47]

Lauritz Thamsen, Jossekin Beilharz, Vinh Thuy Tran, Sasho Nedelkoski, and Odej Kao

Concurrency and Computation: Practice and Experience. Wiley, e5823. 2020

Link to original publication [48] Download Bibtex entry [49]

MicroRAS: Automatic Recovery in the Absence of Historical Failure Data for Microservice Systems [50]

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 [51]

MicroRCA: Root Cause Localization of Performance Issues in Microservices [52]

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 [53]

Optimizing Convergence for Iterative Learning of ARIMA for Stationary Time Series [54]

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

2020 IEEE International Conference on Big Data, To appear. 2020

Download Bibtex entry [55]

Self-Attentive Classification-Based Anomaly Detection in Unstructured Logs [56]

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 [57] Download Bibtex entry [58]

Self-Supervised Anomaly Detection from Distributed Traces [59]

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 [60]

Self-Supervised Log parsing [61]

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 [62]

Sensor Artificial Intelligence and its Application to Space Systems--A White Paper [63]

Börner, Anko and Hübers, Heinz-Wilhelm and Kao, Odej and Schmidt, Florian and Becker, Sören and Denzler, Joachim and Matolin, Daniel and Haber, David and Lucia, Sergio and Samek, Wojciech and others

arXiv preprint arXiv:2006.08368 2020

Download Bibtex entry [64]

Superiority of Simplicity: A Lightweight Model for Network Device Workload Prediction [65]

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 [66] Link to code repository Download Bibtex entry [67]

TELESTO: A Graph Neural Network Model for Anomaly Classification in Cloud Services [68]

Dominik Scheinert and Alexander Acker

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

Download Bibtex entry [69]

Towards AIOps in Edge Computing Environments [70]

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 [71]

Towards Collaborative Optimization of Cluster Configurations for Distributed Dataflow Jobs [72]

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 [73]

2019

Effectively Testing System Configurations of Critical IoT Analytics Pipelines [74]

Geldenhuys, Morgan K. and Thamsen, Lauritz and Gontarska, Kain Kordian and Lorenz, Felix and Kao, Odej

2019 IEEE International Conference on Big Data. IEEE, 4157–4162. 2019

Download Bibtex entry [75]

Héctor: A Framework for Testing IoT Applications Across Heterogeneous Edge and Cloud Testbeds [76]

Behnke, Ilja and Thamsen, Lauritz and Kao, Odej

12th IEEE/ACM International Conference on Utility and Cloud Computing Companion. ACM, 15–20. 2019

Download Bibtex entry [77]

Graph-based Feature Selection Filter Utilizing Maximal Cliques [78]

Schroeder, Daniel Thilo and Styp-Rekowski, Kevin and Schmidt, Florian and Acker, Alexander and Kao, Odej

2019 Sixth International Conference on Social Networks Analysis, Management and Security (SNAMS). IEEE, 297–302. 2019

Download Bibtex entry [79]

Unsupervised Anomaly Alerting for IoT-Gateway Monitoring using Adaptive Thresholds and Half-Space Trees [80]

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 [81]

Case Study: Visualizing Computer System Programming Concepts for Education [82]

Schmidt, Florian and Ohlemacher, Johannes and Hennig, Vincent and Kao, Odej and Nordholz, Jan

SEFI 47th Annual Conference Proceedings - Complexity is the new normality. SEFI, 970–979. 2019

Download Bibtex entry [83]

Hugo: A Cluster Scheduler that Efficiently Learns to Select Complementary Data-Parallel Jobs [84]

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 [85] Download Bibtex entry [86]

Anomaly Detection from System Tracing Data Using Multimodal Deep Learning [87]

S. Nedelkoski and J. Cardoso and O. Kao

2019 IEEE 12th International Conference on Cloud Computing (CLOUD). IEEE, 179–186. 2019

Download Bibtex entry [88]

Multilayer Active Learning for Efficient Learning and Resource Usage in Distributed IoT Architectures [89]

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

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

Download Bibtex entry [90]

Digital Teaching and Learning Projects in Engineering Education at Technische Universit"at Berlin [91]

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

Download Bibtex entry [92]

Anomaly Detection and Classification using Distributed Tracing and Deep Learning [93]

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

Download Bibtex entry [94]

Anomaly Detection and Levels of Automation for AI-Supported System Administration [95]

Gulenko, Anton and Kao, Odej and Schmidt, Florian

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

Download Bibtex entry [96]

Silent Consensus: Probabilistic Packet Sampling for Lightweight Network Monitoring [97]

Wallschläger, Marcel and Acker, Alexander and Kao, Odej

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

Download Bibtex entry [98]

2018

CoBell: Runtime Prediction for Distributed Dataflow Jobs in Shared Clusters [99]

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 [100]

Online Density Grid Pattern Analysis to Classify Anomalies in Cloud and NFV Systems [101]

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

2018 IEEE International Conference on Cloud Computing Technology and Science (CloudCom). IEEE, 290–295. 2018

Download Bibtex entry [102]

Scheduling Stream Processing Tasks on Geo-Distributed Heterogeneous Resources [103]

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

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

Download Bibtex entry [104]

Unsupervised Anomaly Event Detection for Cloud Monitoring using Online Arima [105]

Schmidt, Fldorian 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, 71–76. 2018

Download Bibtex entry [106]

Unsupervised Anomaly Event Detection for VNF Service Monitoring using Multivariate Online Arima [107]

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, 278–283. 2018

Download Bibtex entry [108]

A Practical Implementation of In-Band Network Telemetry in Open vSwitch [109]

Gulenko, Anton and Wallschläger, Marcel and Kao, Odej

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

Download Bibtex entry [110]

Anomaly Detection for Black Box Services in Edge Clouds Using Packet Size Distribution [111]

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 [112]

Adaptive Resource Management for Distributed Data Analytics [113]

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 [114]

Decision Tree Visualization for High-dimensional Numerical Data [115]

Szücs, Dora and Schmidt, Florian

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

Download Bibtex entry [116]

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