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Publications of the Research Group

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2019

Anomaly Detection from System Tracing Data Using Multimodal Deep Learning [13]

S. Nedelkoski and J. Cardoso and O. Kao

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

Download Bibtex entry [14]

Hugo: A Cluster Scheduler that Efficiently Learns to Select Complementary Data-Parallel Jobs [15]

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, To appear. 2019

Download Bibtex entry [16]

Case Study: Visualizing Computer System Programming Concepts for Education [17]

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 [18]

Unsupervised Anomaly Alerting for IoT-Gateway Monitoring using Adaptive Thresholds and Half-Space Trees [19]

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 [20]

Graph-based Feature Selection Filter Utilizing Maximal Cliques [21]

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

Link to publication [22] Download Bibtex entry [23]

Héctor: A Framework for Testing IoT Applications Across Heterogeneous Edge and Cloud Testbeds [24]

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 [25]

Effectively Testing System Configurations of Critical IoT Analytics Pipelines [26]

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 [27]

2020

Mary, Hugo, and Hugo*: Learning to Schedule Distributed Data-Parallel Processing Jobs on Shared Clusters [28]

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

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

Link to publication [29] Download Bibtex entry [30]

MicroRCA: Root Cause Localization of Performance Issues in Microservices [31]

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

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

Link to publication [32] Download Bibtex entry [33]

Learning more expressive joint distributions in multimodal variational methods [34]

S. Nedelkoski and M. Bogojevski and O. Kao

2020 International Conference on Machine Learning, Optimization, and Data Science, LOD 2020, To appear. 2020

Download Bibtex entry [35]

Self-Supervised Log parsing [36]

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, To appear. 2020

Download Bibtex entry [37]

Bitflow: An In Situ Stream Processing Framework [38]

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

International Conference on Autonomic Computing and Self-Organizing Systems, To appear. 2020

Link to code repository Download Bibtex entry [39]

Sensor Artificial Intelligence and its Application to Space Systems–A White Paper [40]

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

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

AI-Governance and Levels of Automation for AIOps-supported system administration [43]

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

The 29th International Conference on Computer Communications and Networks, To appear. 2020

Download Bibtex entry [44]

Superiority of Simplicity: A Lightweight Model for Network Device Workload Prediction [45]

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

15th Conference on Computer Science and Information Systems, To appear. 2020

Link to publication [46] Link to code repository Download Bibtex entry [47]

Self-Attentive Classification-Based Anomaly Detection in Unstructured Logs [48]

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

ICDM 2020: 20th IEEE International Conference on Data Mining, To appear. 2020

Download Bibtex entry [49]

Interrupting Real-Time IoT Tasks: How Bad Can It Be to Connect Your Critical Embedded System to the Internet? [50]

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 [51]

MicroRAS: Automatic Recovery in the Absence of Historical Failure Data for Microservice Systems [52]

Li Wu, Johan Tordsson, Alexander Acker and Odej Kao

UCC 2020: 13th IEEE/ACM International Conference on Utility and Cloud Computing, To appear. 2020

Download Bibtex entry [53]

Decentralized Federated Learning Preserves Model and Data Privacy [54]

Thorsten Wittkopp and Alexander Acker

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

Download Bibtex entry [55]

TELESTO: A Graph Neural Network Model for Anomaly Classification in Cloud Services [56]

Dominik Scheinert and Alexander Acker

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

Download Bibtex entry [57]

Multi-Source Distributed System Data for AI-powered Analytics [58]

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, To appear. 2020

Link to code repository Download Bibtex entry [59]

Fingerprinting Analog IoT Sensors for Secret-Free Authentication [60]

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

IoTSPT-ML 2020: 10th International Workshop on Security, Privacy, Trust, and Machine Learning for IoT. IEEE, To appear. 2020

Download Bibtex entry [61]

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