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2021
Learning Dependencies in Distributed
Cloud Applications to Identify and Localize Anomalies [10]
Scheinert, Dominik and Acker, Alexander and
Thamsen, Lauritz and Geldenhuys, Morgan K. and Kao, Odej
43rd International Conference on Software
Engineering, To appear. 2021
Link to publication [11] Download Bibtex entry [12]
2020
Performance Diagnosis in Cloud
Microservices using Deep Learning [13]
Wu, Li and Bogatinovski, Jasmin and Nedelkoski,
Sasho and Tordsson, Johan and Kao, Odej
18th International Conference on
Service-Oriented Computing, To appear. 2020
Link to publication [14] Download Bibtex entry [15]
Multi-Source Distributed System Data for
AI-powered Analytics [16]
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 publication [17] Download Bibtex entry [18]
Towards AIOps in Edge Computing
Environments [19]
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
Link to publication [20] Download Bibtex entry [21]
Autoencoder-based Condition Monitoring
and Anomaly Detection Method for Rotating Machines [22]
Ahmad, Sabtain and Styp-Rekowski, Kevin and
Nedelkoski, Sasho and Kao, Odej
2020 IEEE International Conference on Big
Data, To appear. 2020
Link to publication [23] Download Bibtex entry [24]
Fingerprinting Analog IoT Sensors for
Secret-Free Authentication [25]
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 publication [26] Download Bibtex entry [27]
Interrupting Real-Time IoT Tasks: How
Bad Can It Be to Connect Your Critical Embedded System to the
Internet? [28]
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
Link to publication [29] Download Bibtex entry [30]
Learning more expressive joint
distributions in multimodal variational methods [31]
S. Nedelkoski and M. Bogojevski and O. Kao
2020 International Conference on Machine
Learning, Optimization, and Data Science, LOD 2020, 137–149.
2020
Link to publication [32] Download Bibtex entry [33]
Self-Supervised Log parsing [34]
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
Link to publication [35] Download Bibtex entry [36]
Sensor Artificial Intelligence and its
Application to Space Systems–A White Paper [37]
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 [38] Download Bibtex entry [39]
Optimizing Convergence for Iterative
Learning of ARIMA for Stationary Time Series [40]
Styp-Rekowski, Kevin and Schmidt, Florian and
Kao, Odej
2020 IEEE International Conference on Big
Data, To appear. 2020
Link to publication [41] Download Bibtex entry [42]
Chiron: Optimizing Fault Tolerance in
QoS-aware Distributed Stream Processing Jobs [43]
Geldenhuys, Morgan and Thamsen, Lauritz and Kao,
Odej
2020 IEEE International Conference on Big
Data, 434–440. 2020
Link to publication [44] Download Bibtex entry [45]
Mary, Hugo, and Hugo*: Learning to
Schedule Distributed Data-Parallel Processing Jobs on Shared Clusters
[46]
Lauritz Thamsen, Jossekin Beilharz, Vinh Thuy
Tran, Sasho Nedelkoski, and Odej Kao
Concurrency and Computation: Practice and
Experience. Wiley, e5823. 2020
Link to publication [47] Download Bibtex entry [48]
Bitflow: An In Situ Stream Processing
Framework [49]
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 publication [50] Download Bibtex entry [51]
AI-Governance and Levels of Automation
for AIOps-supported system administration [52]
Gulenko, Anton and Acker, Alexander and Kao, Odej
and Liu, Feng
The 29th International Conference on Computer
Communications and Networks, 1-6. 2020
Link to publication [53] Download Bibtex entry [54]
MicroRAS: Automatic Recovery in the
Absence of Historical Failure Data for Microservice Systems [55]
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
Link to publication [56] Download Bibtex entry [57]
MicroRCA: Root Cause Localization of
Performance Issues in Microservices [58]
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 [59] Download Bibtex entry [60]
2019
Héctor: A Framework for Testing IoT
Applications Across Heterogeneous Edge and Cloud Testbeds [61]
Behnke, Ilja and Thamsen, Lauritz and Kao,
Odej
12th IEEE/ACM International Conference on
Utility and Cloud Computing Companion. ACM, 15–20. 2019
Link to publication [62] Download Bibtex entry [63]
Effectively Testing System
Configurations of Critical IoT Analytics Pipelines [64]
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
Link to publication [65] Download Bibtex entry [66]
Graph-based Feature Selection Filter
Utilizing Maximal Cliques [67]
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 [68] Download Bibtex entry [69]
Case Study: Visualizing Computer System
Programming Concepts for Education [70]
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
Link to publication [71] Download Bibtex entry [72]
Hugo: A Cluster Scheduler that
Efficiently Learns to Select Complementary Data-Parallel Jobs
[73]
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 publication [74] Download Bibtex entry [75]
Multilayer Active Learning for Efficient
Learning and Resource Usage in Distributed IoT Architectures [76]
Nedelkoski, Sasho and Thamsen, Lauritz and
Verbitskiy, Ilya and Kao, Odej
2019 IEEE International Conference on Edge
Computing (EDGE). IEEE, 8–12. 2019
Link to publication [77] Download Bibtex entry [78]
Anomaly Detection from System Tracing
Data Using Multimodal Deep Learning [79]
S. Nedelkoski and J. Cardoso and O. Kao
2019 IEEE 12th International Conference on
Cloud Computing (CLOUD). IEEE, 179–186. 2019
Link to publication [80] Download Bibtex entry [81]
Anomaly Detection and Classification
using Distributed Tracing and Deep Learning [82]
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
Link to publication [83] Download Bibtex entry [84]
Anomaly Detection and Levels of
Automation for AI-Supported System Administration [85]
Gulenko, Anton and Kao, Odej and Schmidt,
Florian
Annual International Symposium on Information
Management and Big Data, 1–7. 2019
Link to publication [86] Download Bibtex entry [87]
Silent Consensus: Probabilistic Packet
Sampling for Lightweight Network Monitoring [88]
Wallschläger, Marcel and Acker, Alexander and
Kao, Odej
Computational Science and Its Applications
– ICCSA 2019. Springer International Publishing,
241–256. 2019
Link to publication [89] Download Bibtex entry [90]
2018
Publications [91]
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}
title = {Online Density Grid Pattern Analysis to Classify Anomalies in
Cloud and NFV Systems. 2018
Link to publication [92] Download Bibtex entry [93]
Publications [94]
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}
title = {Unsupervised Anomaly Event Detection for VNF Service
Monitoring using Multivariate Online Arima. 2018
Link to publication [95] Download Bibtex entry [96]
Publications [97]
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} title =
{Unsupervised Anomaly Event Detection for Cloud Monitoring using
Online Arima. 2018
Link to publication [98] Download Bibtex entry [99]
CoBell: Runtime Prediction for
Distributed Dataflow Jobs in Shared Clusters [100]
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
Link to publication [101] Download Bibtex entry [102]
A Practical Implementation of In-Band
Network Telemetry in Open vSwitch [103]
Gulenko, Anton and Wallschläger, Marcel and Kao,
Odej
2018 7th IEEE International Conference on
Cloud Networking (CloudNet). IEEE. 2018
Link to publication [104] Download Bibtex entry [105]
Publications [106]
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} title = {Anomaly
Detection for Black Box Services in Edge Clouds Using Packet Size
Distribution. 2018
Link to publication [107] Download Bibtex entry [108]
Endolith: A Blockchain-based Framework
to Enhance Data Retention in Cloud Storages [109]
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
Link to publication [110] Download Bibtex entry [111]
IFTM-Unsupervised Anomaly Detection for
Virtualized Network Function Services [112]
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
Link to publication [113] Download Bibtex entry [114]
Adaptive Resource Management for
Distributed Data Analytics [115]
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
Link to publication [116] Download Bibtex entry [117]
Learning Efficient Co-locations for
Scheduling Distributed Dataflows in Shared Clusters [118]
Thamsen, Lauritz and Verbitskiy, Ilya and Rabier,
Benjamin and Kao, Odej
Services Transactions on Big Data.
Services Society, 1–15. 2018
Link to publication [119] Download Bibtex entry [120]
Detecting Anomalous Behavior of
Black-Box Services Modeled with Distance-Based Online Clustering
[121]
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
Link to publication [122] Download Bibtex entry [123]
2017
SMiPE: Estimating the Progress of
Recurring Iterative Distributed Dataflows [124]
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
Link to publication [125] Download Bibtex entry [126]
Ellis: Dynamically Scaling Distributed
Dataflows to Meet Runtime Targets [127]
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
Link to publication [128] Download Bibtex entry [129]
Scheduling Recurring Distributed
Dataflow Jobs Based on Resource Utilization and Interference
[130]
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
Link to publication [131] Download Bibtex entry [132]
Patient-individual morphological anomaly
detection in multi-lead electrocardiography data streams [133]
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
Link to publication [134] Download Bibtex entry [135]
Addressing Hadoop's Small File Problem
With an Appendable Archive File Format [136]
Renner, Thomas and Müller, Johannes and Thamsen,
Lauritz and Kao, Odej
Proceedings of the Computing Frontiers
Conference. ACM, 367–372. 2017
Link to publication [137] Download Bibtex entry [138]
Adaptive Resource Management for
Distributed Data Analytics based on Container-level Cluster Monitoring
[139]
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 [140] Download Bibtex entry [141]
Novel framework combining health records
with medical algorithms [142]
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
Link to publication [143] Download Bibtex entry [144]
Automated Anomaly Detection in
Virtualized Services Using Deep Packet Inspection [145]
Wallschläger, Marcel and Gulenko, Anton and
Schmidt, Florian and Kao, Odej and Liu, Feng
Procedia Computer Science.
Elsevier, 510–515. 2017
Link to publication [146] Download Bibtex entry [147]
2016
CoLoc: Distributed Data and Container
Colocation for Data-Intensive Applications [148]
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 publication [149] Download Bibtex entry [150]
Selecting Resources for Distributed
Dataflow Systems According to Runtime Targets [151]
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
Link to publication [152] Download Bibtex entry [153]
Record Skipping in Parallel Data
Processing Systems [154]
Mareike Höger and O. Kao
2016 International Conference on Cloud and
Autonomic Computing (ICCAC), 107–110. 2016
Link to publication [155] Download Bibtex entry [156]
MAC Based Dynamic VLAN Tagging with
OpenFlow for WLAN Access Networks [157]
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
Link to publication [158] Download Bibtex entry [159]
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