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Publications of the Research Group

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2020

Multi-Source Distributed System Data for AI-powered Analytics [13]

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 [14]

Fingerprinting Analog IoT Sensors for Secret-Free Authentication [15]

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 [16]

Mary, Hugo, and Hugo*: Learning to Schedule Distributed Data-Parallel Processing Jobs on Shared Clusters [17]

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

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

Link to publication [18] Download Bibtex entry [19]

Learning more expressive joint distributions in multimodal variational methods [20]

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 [21]

2019

Héctor: A Framework for Testing IoT Applications Across Heterogeneous Edge and Cloud Testbeds [22]

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 [23]

Effectively Testing System Configurations of Critical IoT Analytics Pipelines [24]

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 [25]

Unsupervised Anomaly Alerting for IoT-Gateway Monitoring using Adaptive Thresholds and Half-Space Trees [26]

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 [27]

Graph-based Feature Selection Filter Utilizing Maximal Cliques [28]

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 [29] Download Bibtex entry [30]

Hugo: A Cluster Scheduler that Efficiently Learns to Select Complementary Data-Parallel Jobs [31]

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 [32]

Case Study: Visualizing Computer System Programming Concepts for Education [33]

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 [34]

Multilayer Active Learning for Efficient Learning and Resource Usage in Distributed IoT Architectures [35]

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 [36]

Anomaly Detection from System Tracing Data Using Multimodal Deep Learning [37]

S. Nedelkoski and J. Cardoso and O. Kao

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

Download Bibtex entry [38]

Digital Teaching and Learning Projects in Engineering Education at Technische Universität Berlin [39]

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 [40]

Anomaly Detection and Classification using Distributed Tracing and Deep Learning [41]

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 [42]

Silent Consensus: Probabilistic Packet Sampling for Lightweight Network Monitoring [43]

Wallschläger, Marcel and Acker, Alexander and Kao, Odej

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

Download Bibtex entry [44]

Anomaly Detection and Levels of Automation for AI-Supported System Administration [45]

Gulenko, Anton and Kao, Odej and Schmidt, Florian

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

Download Bibtex entry [46]

2018

Unsupervised Anomaly Event Detection for VNF Service Monitoring using Multivariate Online Arima [47]

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

Download Bibtex entry [48]

Online Density Grid Pattern Analysis to Classify Anomalies in Cloud and NFV Systems [49]

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

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

Download Bibtex entry [50]

Unsupervised Anomaly Event Detection for Cloud Monitoring using Online Arima [51]

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

Download Bibtex entry [52]

CoBell: Runtime Prediction for Distributed Dataflow Jobs in Shared Clusters [53]

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 [54]

Scheduling Stream Processing Tasks on Geo-Distributed Heterogeneous Resources [55]

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 [56]

A Practical Implementation of In-Band Network Telemetry in Open vSwitch [57]

Gulenko, Anton and Wallschläger, Marcel and Kao, Odej

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

Download Bibtex entry [58]

Anomaly Detection for Black Box Services in Edge Clouds Using Packet Size Distribution [59]

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

Download Bibtex entry [60]

Learning Efficient Co-locations for Scheduling Distributed Dataflows in Shared Clusters [61]

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

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

Download Bibtex entry [62]

Endolith: A Blockchain-based Framework to Enhance Data Retention in Cloud Storages [63]

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

Download Bibtex entry [64]

Adaptive Resource Management for Distributed Data Analytics [65]

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 [66]

ViMEC: Interactive Application for Micro-Cluster Visualizations [67]

Schmidt, Florian and Ehrenfeld, Yannick

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

Download Bibtex entry [68]

Detecting Anomalous Behavior of Black-Box Services Modeled with Distance-Based Online Clustering [69]

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

Download Bibtex entry [70]

IFTM-Unsupervised Anomaly Detection for Virtualized Network Function Services [71]

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

Download Bibtex entry [72]

Decision Tree Visualization for High-dimensional Numerical Data [73]

Szücs, Dora and Schmidt, Florian

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

Download Bibtex entry [74]

Designing a Planetary-Scale IMAP Service with Conflict-free Replicated Data Types [75]

Jungnickel, Tim and Oldenburg, Lennart and Loibl, Matthias

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

Download Bibtex entry [76]

2017

SMiPE: Estimating the Progress of Recurring Iterative Distributed Dataflows [77]

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

Download Bibtex entry [78]

Ellis: Dynamically Scaling Distributed Dataflows to Meet Runtime Targets [79]

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 [80]

Scheduling Recurring Distributed Dataflow Jobs Based on Resource Utilization and Interference [81]

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

Download Bibtex entry [82]

HotPi: Open-Source Collaborative Patient Documentation [83]

Jungnickel, Tim and Cabello, Juan and Raile, Klemens

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

Link to publication [84] Download Bibtex entry [85]

Addressing Hadoop's Small File Problem With an Appendable Archive File Format [86]

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

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

Link to publication [87] Download Bibtex entry [88]

Adaptive Resource Management for Distributed Data Analytics based on Container-level Cluster Monitoring [89]

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

Link to publication [90] Download Bibtex entry [91]

Patient-individual morphological anomaly detection in multi-lead electrocardiography data streams [92]

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

Download Bibtex entry [93]

Automated Anomaly Detection in Virtualized Services Using Deep Packet Inspection [94]

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

Procedia Computer Science. Elsevier, 510–515. 2017

Link to publication [95] Download Bibtex entry [96]

Novel framework combining health records with medical algorithms [97]

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

Download Bibtex entry [98]

Fa* ir: A fair top-k ranking algorithm [99]

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

Download Bibtex entry [100]

Pluto: The CRDT-Driven IMAP Server [101]

Jungnickel, Tim and Oldenburg, Lennart

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

Link to publication [102] Download Bibtex entry [103]

formic: Building Collaborative Applications with Operational Transformation [104]

Jungnickel, Tim and Bräunlich, Ronny

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

Download Bibtex entry [105]

The IMAP CmRDT [106]

Tim Jungnickel and Lennart Oldenburg and Matthias Loibl

Archive of Formal Proofs 2017

Link to publication [107] Download Bibtex entry [108]

2016

Visually Programming Dataflows for Distributed Data Analytics [109]

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 [110]

Selecting Resources for Distributed Dataflow Systems According to Runtime Targets [111]

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 [112]

CoLoc: Distributed Data and Container Colocation for Data-Intensive Applications [113]

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

Link to code repository Download Bibtex entry [114]

Record Skipping in Parallel Data Processing Systems [115]

Mareike Höger and O. Kao

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

Download Bibtex entry [116]

MAC Based Dynamic VLAN Tagging with OpenFlow for WLAN Access Networks [117]

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

Download Bibtex entry [118]

When to Use a Distributed Dataflow Engine: Evaluating the Performance of Apache Flink [119]

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 [120]

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