Distributed and Operating Systems
Prof. Dr. habil. Odej Kao
Odej Kao is a professor of distributed systems and operating systems at the Faculty of Electrical Engineering and Computer Science at the Technical University of Berlin.
Research focus
- Cloud Computing
- AIOPS (AI-enabled IT Operations)
- Ressourcenmanagement
- Big Data
- Anomalie detection
- Massive parallel data and stream processing
- Quality of Service and fault tolerance
- Design and operation of complex IT infrastructures
- Distributed and Operating Systems
Curriculum Vitae
| 9/2006 - present | Professor for Computer Science (Distributed and Operating Systems) TU Berlin Faculty of Electrical Engineering and Computer Science Department of Telecommunication systems Berlin, Germany |
| 4/2017 - 04/2023 | Chair Einstein Center Digital Future, Berlin Germany |
| 12/2020 - present | National Research Network (DFN), Germany |
| 9/2016 - 2/2022 | CIO TU Berlin, Berlin, Germany |
| 4/2015 - 4/2017 | Dean Faculty of Electrical Engineering and Computer Science, TU Berlin |
| 9/2006 - 3/2018 | Director tubIT - IT Service Center, TU Berlin, Berlin, Germany |
| 4/2013 - 4/2015 | Vice-Dean Faculty of Electrical Engineering and Computer Science, TU Berlin |
| 9/2010 - 12/2016 | Scientific Advisor Fraunhofer Institute FIRST/FOKUS, Berlin, Germany |
| 4/2002 - 8/2006 | Associated Professor for Computer Science (Operating and Distributed Systems) University of Paderborn Faculty of Computer Science, Electrical Engineering and Mathematics Department of Computer Science Paderborn, Germany |
| 4/2003 - 8/2006 | Managing Director Paderborn Center for Parallel Computing (PC2) University of Paderborn Paderborn, Germany |
| 8/1998 - 3/2002 | Assistant Professor Technical University of Clausthal Faculty of Computer Science and Mathematics Department of Computer Science Clausthal-Zellerfeld, Germany |
| 10/1995 - 7/1998 | Teaching/Research Assistant Technical University of Clausthal Faculty of Computer Science and Mathematics Department of Computer Science Clausthal-Zellerfeld, Germany |
| 10/1993 - 9/1995 | Scientific Assistant Technical University of Clausthal Faculty of Computer Science and Mathematics Department of Computer Science Clausthal-Zellerfeld, Germany |
| 2004, 2006, 2014, 2015, 2018, 2022 | Visiting Professor National Dong Hwa University and Tamkang University, Taiwan, R.O.C. Massey University, New Zealand University of California, Irvine, US, Singapore Management University, Singapore, University of Technology Sydney, Australia |
| Education | |
| 8/1998 - 4/2002 | Advanced Ph.D. (Habilitation) TU Clausthal Faculty of Computer Science and Mathematics Department of Computer Science Clausthal-Zellerfeld, Germany Thesis title: Dynamic Retrieval of Multimedia Data on Parallel Architectures |
| 10/1995 - 12/1997 | Ph.D. (Dr. rer. nat) TU Clausthal Faculty of Computer Science and Mathematics Department of Computer Science Clausthal-Zellerfeld, Germany Thesis title: New Impulse Noise Cleaning Methods for Monochrome and Colour Images |
| 10/1991 - 9/1995 | Diploma (Computer Science, Mathematics and Electrical Information Technology) TU Clausthal Faculty of Computer Science and Mathematics Department of Computer Science Clausthal-Zellerfeld, Germany Thesis title: New Impulse Noise Cleaning Methods for Monochrome and Colour Images |
| 1991 | German course TU Clausthal |
| 1986 -1990 | High School Rade Korcagin, Skopje |
Professional Activities
| Chairman of the board ECDF (Einstein Center Digital Future) |
| Chairman of the board DFN (Deutsches Forschungsnetzwerk) |
| Director committee member graduate school Heibrids |
| Member Advisor Board on Digitalisation, Berlin |
| Reviewer Cluster Computing, Springer |
| Reviewer IEEE Transactions on Cloud Computing |
| Reviewer IEEE Transactions on Network and Service Management |
| Reviewer IEEE Transactions on Multimedia |
| Reviewer IEEE Transactions on Cloud Computing |
| Reviewer Government information quarterly, Elsevier |
| Reviewer Journal on Computers and Security, Elsevier |
| Reviewer Software: Practice and Experience |
| Reviewer IEEE Computer |
| Reviewer Journal Microprocessors and Microsystems, Elsevier |
| Reviewer Journal of Network and Computer Applications, Elsevier |
| Reviewer Journal IEEE Concurrency and Computation: Practice and Experience |
| Reviewer Datenbank-Spektrum |
| Editorial board Parallel Computing |
| Reviewer Journal of Systems and Software |
| Reviewer IEEE Communications Magazine |
| Editorial board International Journal of Internet Protocol Technology |
| Editorial board Journal of Internet Technology |
| Reviewer Journal on Future Generation Computer Systems |
| Reviewer Journal of Systems and Software |
| Reviewer Transactions on Software Engineering and Methodology |
| Reviewer Transactions on Intelligent Systems and Technology |
| Reviewer IEEE Communications Magazine |
| Reviewer Journal of mathematical and computer modeling |
| Reviewer Journal on Mobile Information Systems |
| Reviewer of the Optical Computer Society |
| Reviewer IEEE Communications Magazine |
| Reviewer BMBF |
| Reviewer DFG |
| Reviewer Agency for Science, Technology, and Research A*STAR, Singapore |
| Reviewer Natural Sciences and Engineering Research Council of Canada |
| Reviewer Swedish Research Council (Vetenskapsrådet) |
| Reviewer Agence Nationale Recherche (ANR), France |
| Reviewer Netherlands Organisation for Scientific Research (NWO) |
| Reviewer Zeiss Foundation |
| Reviewer National Science Center Poland |
| Reviewer UK Engineering and Physical Sciences Research Council (EPSRC) |
| Guest editor International Journal of Web Services Research (JWSR), special issue Bridging Communities: Semantically Augmented Metadata for Services, Grids, and Software Engineering |
| Guest editor Special Issue titled "Emergence in User Experience and Quality of Service for Internet of Things" |
| Member of the DFG board on IT infrastructures |
| Member of the DFN board |
| Member of the DFG board on Scientific Libraries and Informationmanagement (AWBI) |
| Member of the DFG board on Information Management |
| Member Board of Directors HIS Gmbh |
| Associated editor Journal of Information Processing Systems (JIPS) |
| Associated editor Frontiers in Big Data |
| Gesellschaft für Informatik (GI) |
| Co-Chair The 19th International Conference on Service-Oriented Computing |
| Co-chair AI-enabled Operations for IT systems (AIOPs) 2020 |
| Co-chair InterCloud-HPC 2018 |
| Co-chair InterCloud-HPC 2017 |
| Local Chair EuroPar2013 for Cluster, Grid, and Cloud Computing |
| Reviewer Alexander von Humboldt-Stiftung/Foundation |
| Reviewer Advances in Parallel Computing: High Performance Computing and Big Data: Ecosystem and Convergence, IOS press |
| Program Committee member of the 22nd International Conference on the Economics of Grids, Clouds, Systems, and Services (GECON 2022) |
| Program committee member of the IEEE BigData 2022 Workshop on Knowledge Discovery and Data Mining in IT Operations |
| Program Committee member of the MLSys'22 Workshop on Cloud Intelligence / AIOps, 2022 |
| Program Committee member of the 21st International Conference on the Economics of Grids, Clouds, Systems, and Services (GECON 2021) |
| Program committee member of the International Symposium on Innovation in Information and Communication Technology (ISIICT2021) |
| Program committee member of The First Workshop on Dependability Modeling and Design 2021 |
| Program committee member of the Web Conference, 2022 |
| Program committee member of Cloud Intelligence Workshop@ICSE'21, 2021 |
| Program committee member of the Web Conference 2021 |
| Program committee member Hochschule 2030, GI Jahrestagung 2020 |
| Program committee member of the Web Conference 2020 |
| Program committee member of the IEEE Conference on eScience 2019 |
| Program Committee member of the 19th International Conference on the Economics of Grids, Clouds, Systems, and Services (GECON 2019) |
| Program committee member of The 2019 International Conference on Parallel Computing ParCo 2019 |
| Program Committee member of the 18th International Conference on the Economics of Grids, Clouds, Systems, and Services (GECON 2018) |
| Program committee member 15th IEEE International Conference on Autonomic Computing (ICAC 2018) |
| Program committee member Hochschule 2028, GI Jahrestagung 2018 |
| Program committee membe 11th IEEE International Conference on Self-Adaptive and Self-Organizing Systems (SASO 2017) |
| Program committee member ASBDA 2017 International Workshop on Autonomic Systems for Big Data Analytics 2017 |
| Program committee member Hochschule 2026, GI Jahrestagung 2017 |
| Program Committee member of the 17th International Conference on the Economics of Grids, Clouds, Systems, and Services (GECON 2017) |
| Co-Chair InterCloud 2017 |
| Program committee member 2017 IEEE International Conference on Cloud and Autonomic Computing (ICCAC 2017) |
| Program committee member Tools for an Energy Efficient Cloud TEEC 2016 |
| Co-Chair InterCloud 2016 |
| Program committee member Hochschule 2026, GI Jahrestagung 2016 |
| Co-Chair InterCloud 2015 |
| Program committee member ISC Cloud & Big Data 2015 |
| Program committee member Hochschule 2025, GI Jahrestagung 2015 |
| PC Member 6th International Conference on Data Communication Networking (DCNET 2015) |
| PC member 27th IEEE International Symposium on Computer Architecture and High Performance Computing, SBAC-PAD 2015 |
| PC Member 6th International Conference on Emerging Ubiquitous Systems and Pervasive Networks (EUSPN-2015) (Big Data and Big Data Science) |
| PC member The 3rd International Conference on Future Internet of Things and Cloud 2015 |
| Program committee member Hochschule 2020, GI Jahrestagung 2015 |
| Program committee member Hochschule 2020, GI Jahrestagung 2014 |
| Program committee member and reviewer ACM International Conference on Supercomputing 2014 |
| Reviewer EuroPar 2014 |
| Program committee member 5. International Symposium on Innovation in Information and Communication Technology 2014 |
| Program committee member Virtualisation Workshop in scope of Informatik 2013 |
| Program committee member Hochschule 2020, GI Jahrestagung 2013 |
| Reviewer EuroPar 2013 |
| Program Committee memeber of the 10th International Workshop on the Economics of Grids, Clouds, Systems, and Services (GECON 2013) |
| Local Chair EuroPar 2013 for Cluster, Grid, and Cloud Computing |
| Program committee member Hochschule 2020, GI Jahrestagung 2012 |
| Program committee member at the 2rd IET International Conference on Frontier Computing – Theory, Technologies and Applications |
| Programm committee member 18th IEEE International Conference on Parallel and Distributed Systems 2012 |
| Program committee member 2nd IET International Conference on Frontier Computing – Theory, Technologies and Applications |
| Program committee member Third International Symposium on Innovation in Information and Communication Technology 2012 |
| Program Committee memeber of the 9th International Workshop on the Economics of Grids, Clouds, Systems, and Services (GECON 2012) |
| Program committee member of the 5th IEEE Conference on ubiquietous media (U-media 2012) |
| Program Committee memeber 2011 IEEE Asia-Pacidifc Conference on Service Computing (IEEE APSCC 2011) |
| Program committee member Grid Workflow workshop 2011 |
| Program Committee memeber of the 8th International Workshop on the Economics of Grids, Clouds, Systems, and Services (GECON 2011) |
| Program co-chair of the 4th IEEE International Conference on Ubi-media Computing (U-Media'2011) |
| Program committee member Hochschule 2020 in scope og 41 GI Jahrestagung |
| Program committee member Grid Workflow workshop 2010 |
| Program Committee memeber 2010 IEEE Asia-Pacidifc Conference on Service Computing (IEEE APSCC 2010) |
| Program Committee memeber of the 7th International Workshop on the Economics of Grids, Clouds, Systems, and Services (GECON 2010) |
| Program committee member DATE 2010 |
| Reviewer Book on High Performance & Large Scale Computing, Advances in Parallel Computing, IOS Press. |
| Pogram Committee member of the 25th IEEE International Conference on Advanced Information Networking and Applications (AINA2010) |
| Program Committee member of the 2009 International Conference on High Performance Computing (HiPC 2009) |
| Program Committee member of the 2009 IEEE Asia-Pacific Services Computing Conference (IEEE APSCC 2009) |
| Program Committee member of the 24th IEEE International Conference on Advanced Information Networking and Applications (AINA2009) |
| Program Committee member of the 2008 IEEE 11th International Conference on Computational Science and Engineering |
| Program committee member of the Third International Symposium on Innovation in Information and Communication Technology (ISIICT2009) |
| Program Committee member of the UNICORE Summit 2008 |
| Program Committee member of the International Workshop IMPAR 2008 - The Impact of New Architectures on Parallel Programming. |
| Reviewer 16th International Workshop on Parallel and Distributed Real-Time Systems (WPDRTS 2008) |
| Program Committee member of the International Symposium on Foundationsof Information and Knowledge Systems (FoIKS 2008) |
| Program Committee member of the workshop on Multimedia Data Mining (MDM07) associated with 13. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD07) |
| Program Committee member of the international Conference on Parallel Computing (ParCo 2007) |
| Program Committee member of the UNICORE Summit 2007 |
| ReviewerInternational Workshop on Parallel and Distributed Real-Time Systems (WPDRTS 2007) |
| Reviewer 9th Asia-Pacific Web Conference and the 8th International Conference on Web-Age Information Management (APWEB WAIM 07) |
| Program Committee member IEEE International Conference on Multimedia and EXPO (ICME 2007) |
| Reviewer Special Issue of Parallel Computing Journal on Large Scale Grid (Elsevier) |
| Programm Committee of the International Workshop on Parallel and Distributed Real-Time Systems 2008 |
| Program Committee of the IEEE Workshop on Mining Complex Data (MCD 2006) |
| Co-Chair 3rd International Workshop on Text-Based Information Retrieval (TIR-06) - Workshop in conjunction with the |
| 17th European Conference on Artificial Intelligence, ECAI 2006, Riva del Garda, Italy |
| Program Committee member of the UNICORE Summit 2006 |
| Reviewer WAIM 2006 (The Seventh International Conference on Web-Age Information Management) |
| Program Committee of the 7. Workshop on Multimedia Data Mining (MDM/KDD2006) |
| Reviewer 35th International Conference on Parallel Processing (ICPP2006) |
| Reviewer Information Resources Management Journal |
| Reviewer Dagstuhl Seminar Future Generation Grids 2005 |
| Reviewer 19th Annual ACM International Conference on Supercomputing |
| Reviewer EuroPar 2005 |
| Reviewer 17th ACM Symposium on Parallelism in Algorithms and Architectures |
| Program Committee of the 6. Workshop on Multimedia Data Mining (MDM/KDD2005) |
| Program Committee of the International Conference on Parallel Computing (ParCo 2005) |
| Program Committee of the 2005 conference on Advanced Concepts for Intelligent Vision Systems (ACIVS 2005) |
| Program Committee of the IEEE Workshop on Mining Complex Data (MCD 2005) |
| Technical Program Committee member IEEE International Conference on Multimedia and EXPO (ICME 2005) |
| Program Committee member of Fourth International Conference on Intelligent Multimedia Computing and Networking (IMMCN 2005) |
| Program area chair Internet and Web Applications @ The 19th IEEE International Conference on Advanced Information Networking and Applications (AINA2005) |
| Reviewer for the Journal Annals of Cases on Information Technology |
| Reviewer International Journal of Distance Education Technologies |
| General Chair of the Topic High-Performance Multimedia at EuroPar 2004 |
| Program Committee of the 2004 Information Resources Management Association (IRMA 2005) |
| Program Committee of the 5. Workshop on Multimedia Data Mining (MDM/KDD2004) |
| Reviewer for the Encyclopedia of Information Science and Technology, Idea Group Publishing, 2004 |
| Program Committee of the 2004 Information Resources Management Association (IRMA 2004) |
| Program Committee of The 2004 IEEE International Conference on Multimedia and Expo (ICME’2004) |
| Reviewer Eleventh International Workshop on Parallel and Distributed Real-Time Systems WPDRTS 2003 |
| Program Committee of the Workshop on Multimedia Discovery and Mining (14th Conference on Machine Learning (ECML)/7th Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD)) |
| Program Committee of the 4. Workshop on Multimedia Data Mining (MDM/KDD2003) |
| Program Committee of the Third International Workshop on Intelligent Multimedia Computing and Networking (IMMCN'2003) |
| Program Committee of the 9th International Conference on Multi-Media Modeling (MMM03) |
| Program Committee of International Conference on Advanced Information Networking and Applications (AINA 2003) |
| Program Committee of the Second International Workshop on Intelligent Multimedia Computing and Networking (IMMCN'2002) |
| Program Committee of the 3. Workshop on Multimedia Data Mining (MDM/KDD2002) |
| General Chair of the Workshop on Parallel and Distributed Retrieval of Multimedia Data (PDMPR 2002) |
| Program Committee of the 2. Workshop on Multimedia Data Mining (MDM/KDD2001) |
| General chair of the The 2001 International Workshop on Parallel and Distributed Multimedia Processing & Retrieval (PDMPR 2001) |
| Program Committee of the Workshop on Multimedia Data Mining (MDM/KDD2000) |
Theses
Supervised PhD Theses by Prof. Kao
- Jasmin Bogatinovski: AI-enabled Log Analysis for Improving IT System Dependability, 2023
- Daniel Schröder: Explaining News Spreading Phenomena in Social Networks: from Data Acquisition and Processing to Network Analysis and Modelling , 2021
- Li Wu: Automatic Performance Diagnosis and Recovery in Cloud Microservices, 2021
- Alexander Acker: Anomaly Symptom Recognition in Distributed IT Systems, 2021
- Sasho Nedelkoski: Deep Anomaly Detection in Distributed Software Systems, 2021
- Florian Johannes Schmidt: Anomaly Detection in Cloud Computing Environments, 2020
- Anton Gulenko: Autonomic Self-Healing in Cloud Computing Platforms, 2020
- Thomas Renner: Data and Container Placement in Scalable Data Analytics Platforms, 2018
- Mareike Höger: Fault Tolerance in Parallel Data Processing Systems, 2018
- Tim Jungnickel: On the Feasibility of Multi-Leader Replication in the Early Tiers, 2018
- Lauritz Thamsen: Dynamic Resource Allocation for Distributed Dataflows, 2018
- Alexander Stanik: Service Level Agreement Mediation, Negotiation and Evaluation for Cloud Services in Intercloud Environments, 2016
- Björn Lohrmann: Massively Parallel Stream Processing with Latency Guarantees, 2015
- Marc Körner: Software Defined Networking based Data-Center Service, 2015
- Andreas Kliem: Cooperative Device Cloud – Provisioning Embedded Devices in Ubiquitous Environments, 2015
- Philipp Berndt: Decentralized Sensor Fusion using Periodic Peer-to-Peer Hypercube Gossiping
- Martin Raack: Papnet: An order-preserving and latency-aware P2P Overlay and its Applications
- Daniel Warneke: Massively Parallel Data Processing on Infrastructure as a Service Platforms, 2011
- André Höing: Orchestrating Secure Workflows for Cloud and Grid Service, 2010
- Thomas Hildmann: Umfassendes Autorisierungsmanagement, 2009
- Kerstin Voss: Supporting SLA Provisioning in Grids by Risk Management Processes, 2008
- Dominic Battré: Efficient Query Processing in DHT-based RDF Stores, 2008
- Stefan Lietsch: A Novel Approach to Interactive, Distributed Visualization and Simulation on Hybrid Cluster Systems, 2008
- Sabina Rips: Adaptive Steuerung der Lastverteilung datenparalleler Anwendungen in Grid Umgebungen, 2006
- Ulf Rerrer-Brusch: Service Matching with Contextualised Ontologies, 2006
- Matthias Hovestadt: Service Level Agreement aware Resource Management, 2006
- Dang Minh Quan: A Framework for SLA-aware Execution of Grid-based Workflows, 2006
- Felix Heine: P2P based RDF Querying and Reasoning for Grid Resource Description and Matching, 2006
- Hua Chen: Real-time object extraction for mixed reality applications, 2005
- Stefan Geisler: Inhaltsbasierte Videokodierung, 2005
- Ingo La Tendresse: Skizzen-Feedback für die Suche in Bilddatenbanken, Institut für Informatik, 2003
Publikationen Prof. Odej Kao
2023
Behnke,
Ilja;
Blumschein,
Christoph;
Danicki,
Robert;
Wiesner,
Philipp;
Thamsen,
Lauritz;
Kao,
Odej
Towards a real-time IoT: Approaches for incoming packet processing in cyber-physical systems
Journal of Systems Architecture
May 2023
Publisher: Elsevier
Towards a real-time IoT: Approaches for incoming packet processing in cyber-physical systems
Journal of Systems Architecture
May 2023
Publisher: Elsevier
Bogatinovski,
Jasmin;
Kao,
Odej
Auto-Logging: AI-centred Logging Instrumentation
45th International Conference on Software Engineering, (ICSE '23)
2023
Auto-Logging: AI-centred Logging Instrumentation
45th International Conference on Software Engineering, (ICSE '23)
2023
Yu,
Qiao;
Wengui,
Zhang;
Soroush,
Haeri;
Paolo,
Notaro;
Cardoso,
Jorge;
Kao,
Odej
HiMFP: Hierarchical Intelligent Memory Failure Prediction for Cloud Service Reliability
53rd Annual IEEE/IFIP International Conference on Dependable Systems and Network (IEEE IFIP DSN 2023)
2023
HiMFP: Hierarchical Intelligent Memory Failure Prediction for Cloud Service Reliability
53rd Annual IEEE/IFIP International Conference on Dependable Systems and Network (IEEE IFIP DSN 2023)
2023
2022
Scheinert,
Dominik;
Aghdam,
Babak Sistani Zadeh;
Becker,
Soeren;
Kao,
Odej;
Thamsen,
Lauritz
Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments
IEEE International Conference on Big Data (BigData), Page 4583–4588
Publisher: IEEE
December 2022
Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments
IEEE International Conference on Big Data (BigData), Page 4583–4588
Publisher: IEEE
December 2022
Scheinert,
Dominik;
Becker,
Soeren;
Bader,
Jonathan;
Thamsen,
Lauritz;
Will,
Jonathan;
Kao,
Odej
Perona: Robust Infrastructure Fingerprinting for Resource-Efficient Big Data Analytics
IEEE International Conference on Big Data (BigData), Page 209–216
Publisher: IEEE
December 2022
Perona: Robust Infrastructure Fingerprinting for Resource-Efficient Big Data Analytics
IEEE International Conference on Big Data (BigData), Page 209–216
Publisher: IEEE
December 2022
Bader,
Jonathan;
Witzke,
Joel;
Becker,
Soeren;
Lößer,
Ansgar;
Lehmann,
Fabian;
Doehler,
Leon;
Vu,
Anh Duc;
Kao,
Odej
Towards Advanced Monitoring for Scientific Workflows
2022 IEEE International Conference on Big Data (Big Data), Page 2709–2715
Publisher: IEEE
December 2022
Towards Advanced Monitoring for Scientific Workflows
2022 IEEE International Conference on Big Data (Big Data), Page 2709–2715
Publisher: IEEE
December 2022
Will,
Jonathan;
Thamsen,
Lauritz;
Bader,
Jonathan;
Scheinert,
Dominik;
Kao,
Odej
Ruya: Memory-Aware Iterative Optimization of Cluster Configurations for Big Data Processing
IEEE International Conference on Big Data (BigData), Page 161–169
Publisher: IEEE
December 2022
Ruya: Memory-Aware Iterative Optimization of Cluster Configurations for Big Data Processing
IEEE International Conference on Big Data (BigData), Page 161–169
Publisher: IEEE
December 2022
Bader,
Jonathan;
Lehmann,
Fabian;
Groth,
Alexander;
Thamsen,
Lauritz;
Scheinert,
Dominik;
Will,
Jonathan;
Leser,
Ulf;
Kao,
Odej
Reshi: Recommending Resources for Scientific Workflow Tasks on Heterogeneous Infrastructures
41th International Performance Computing and Communications Conference 2022, Page to appear
Publisher: IEEE
November 2022
Reshi: Recommending Resources for Scientific Workflow Tasks on Heterogeneous Infrastructures
41th International Performance Computing and Communications Conference 2022, Page to appear
Publisher: IEEE
November 2022
Bader,
Jonathan;
Styp-Rekowski,
Kevin;
Doehler,
Leon;
Becker,
Soeren;
Kao,
Odej
Macaw: The Machine Learning Magnetometer Calibration Workflow
2022 International Conference on Data Mining Workshops (ICDMW), Page 1095–1101
Publisher: IEEE
November 2022
Macaw: The Machine Learning Magnetometer Calibration Workflow
2022 International Conference on Data Mining Workshops (ICDMW), Page 1095–1101
Publisher: IEEE
November 2022
Zhu,
Houkun;
Scheinert,
Dominik;
Thamsen,
Lauritz;
Gontarska,
Kordian;
Kao,
Odej
Magpie: Automatically Tuning Static Parameters for Distributed File Systems using Deep Reinforcement Learning
IEEE International Conference on Cloud Engineering (IC2E), Page to appear
Publisher: IEEE
September 2022
Magpie: Automatically Tuning Static Parameters for Distributed File Systems using Deep Reinforcement Learning
IEEE International Conference on Cloud Engineering (IC2E), Page to appear
Publisher: IEEE
September 2022
Styp-Rekowski,
Kevin;
Michaelis,
Ingo;
Stolle,
Claudia;
Baerenzung,
Julien;
Korte,
Monika;
Kao,
Odej
Machine learning-based calibration of the GOCE satellite platform magnetometers
Earth, Planets and Space, 74 (138) :1–23
September 2022
Publisher: SpringerOpen
Machine learning-based calibration of the GOCE satellite platform magnetometers
Earth, Planets and Space, 74 (138) :1–23
September 2022
Publisher: SpringerOpen
Geldenhuys,
Morgan K.;
Pfister,
Ben;
Scheinert,
Dominik;
Thamsen,
Lauritz;
Kao,
Odej
Khaos: Dynamically Optimizing Checkpointing for Dependable Distributed Stream Processing
Conference on Computer Science and Intelligence Systems (FedCSIS), Page 553–561
Publisher: IEEE
September 2022
Khaos: Dynamically Optimizing Checkpointing for Dependable Distributed Stream Processing
Conference on Computer Science and Intelligence Systems (FedCSIS), Page 553–561
Publisher: IEEE
September 2022
Toll,
Markus;
Behnke,
Ilja;
Kao,
Odej
IoTreeplay: Synchronous Distributed Traffic Replay in IoT Environments
2022 IEEE International Conference on Cloud Engineering (IC2E), Page in print
Publisher: IEEE
September 2022
IoTreeplay: Synchronous Distributed Traffic Replay in IoT Environments
2022 IEEE International Conference on Cloud Engineering (IC2E), Page in print
Publisher: IEEE
September 2022
Will,
Jonathan;
Thamsen,
Lauritz;
Bader,
Jonathan;
Scheinert,
Dominik;
Kao,
Odej
Get Your Memory Right: The Crispy Resource Allocation Assistant for Large-Scale Data Processing
IEEE International Conference on Cloud Engineering (IC2E), Page to appear
Publisher: IEEE
September 2022
Get Your Memory Right: The Crispy Resource Allocation Assistant for Large-Scale Data Processing
IEEE International Conference on Cloud Engineering (IC2E), Page to appear
Publisher: IEEE
September 2022
Wiesner,
Philipp;
Scheinert,
Dominik;
Wittkopp,
Thorsten;
Thamsen,
Lauritz;
Kao,
Odej
Cucumber: Renewable-Aware Admission Control for Delay-Tolerant Cloud and Edge Workloads
28th International European Conference on Parallel and Distributed Computing (Euro-Par), Page 218–232
Publisher: Springer
August 2022
Cucumber: Renewable-Aware Admission Control for Delay-Tolerant Cloud and Edge Workloads
28th International European Conference on Parallel and Distributed Computing (Euro-Par), Page 218–232
Publisher: Springer
August 2022
Bader,
Jonathan;
Lehmann,
Fabian;
Thamsen,
Lauritz;
Will,
Jonathan;
Leser,
Ulf;
Kao,
Odej
Lotaru: Locally Estimating Runtimes of Scientific Workflow Tasks in Heterogeneous Clusters
34th International Conference on Scientific and Statistical Database Management (SSDBM 2022), Page to appear
Publisher: ACM
July 2022
Lotaru: Locally Estimating Runtimes of Scientific Workflow Tasks in Heterogeneous Clusters
34th International Conference on Scientific and Statistical Database Management (SSDBM 2022), Page to appear
Publisher: ACM
July 2022
Geldenhuys,
Morgan K.;
Scheinert,
Dominik;
Kao,
Odej;
Thamsen,
Lauritz
Phoebe: QoS-Aware Distributed Stream Processing through Anticipating Dynamic Workloads
IEEE International Conference on Web Services (ICWS), Page 198–207
Publisher: IEEE
July 2022
Phoebe: QoS-Aware Distributed Stream Processing through Anticipating Dynamic Workloads
IEEE International Conference on Web Services (ICWS), Page 198–207
Publisher: IEEE
July 2022
Thamsen,
Lauritz;
Scheinert,
Dominik;
Will,
Jonathan;
Bader,
Jonathan;
Kao,
Odej
Collaborative Cluster Configuration for Distributed Data-Parallel Processing: A Research Overview
Datenbank-Spektrum
May 2022
Publisher: Springer
Collaborative Cluster Configuration for Distributed Data-Parallel Processing: A Research Overview
Datenbank-Spektrum
May 2022
Publisher: Springer
Becker,
Soeren;
Scheinert,
Dominik;
Schmidt,
Florian;
Kao,
Odej
Efficient Runtime Profiling for Black-box Machine Learning Services on Sensor Streams
6th IEEE International Conference on Fog and Edge Computing 2022, Page 88–93
Publisher: IEEE
May 2022
Efficient Runtime Profiling for Black-box Machine Learning Services on Sensor Streams
6th IEEE International Conference on Fog and Edge Computing 2022, Page 88–93
Publisher: IEEE
May 2022
Blumschein,
Christoph;
Behnke,
Ilja;
Thamsen,
Lauritz;
Kao,
Odej
Differentiating Network Flows for Priority-Aware Scheduling of Incoming Packets in Real-Time IoT Systems
2022 IEEE 25th International Symposium on Real-Time Distributed Computing (ISORC)
IEEE
May 2022
Differentiating Network Flows for Priority-Aware Scheduling of Incoming Packets in Real-Time IoT Systems
2022 IEEE 25th International Symposium on Real-Time Distributed Computing (ISORC)
IEEE
May 2022
Habenicht,
Daniel;
Kreutz,
Kevin;
Becker,
Soeren;
Bader,
Jonathan;
Thamsen,
Lauritz;
Kao,
Odej
SyncMesh: Improving Data Locality for Function-as-a-Service in Meshed Edge Networks
5th International Workshop on Edge Systems, Analytics and NetworkingfromEdgeSys '22
Publisher: ACM, New York, NY, USA
April 2022
SyncMesh: Improving Data Locality for Function-as-a-Service in Meshed Edge Networks
5th International Workshop on Edge Systems, Analytics and NetworkingfromEdgeSys '22
Publisher: ACM, New York, NY, USA
April 2022
Wittkopp,
Thorsten;
Acker,
Alexander;
Nedelkoski,
Sasho;
Bogatinovski,
Jasmin;
Scheinert,
Dominik;
Fan,
Wu;
Kao,
Odej
A2Log: Attentive Augmented Log Anomaly Detection
55th Hawaii International Conference on Systems Science, Page 1853–1862
January 2022
A2Log: Attentive Augmented Log Anomaly Detection
55th Hawaii International Conference on Systems Science, Page 1853–1862
January 2022
Bogatinovski,
Jasmin;
Nedelkoski,
Sasho;
Acker,
Alexander;
Cardoso,
Jorge;
Kao,
Odej
QuLog: Data-Driven Approach for Log Instruction Quality Assessment
30th International Conference on Program Comprehension (ICPC '22)
Publisher: ACM, New York, NY, USA,
2022
QuLog: Data-Driven Approach for Log Instruction Quality Assessment
30th International Conference on Program Comprehension (ICPC '22)
Publisher: ACM, New York, NY, USA,
2022
Bogatinovski,
Jasmin;
Nedelkoski,
Sasho;
Madjarov,
Gjorgji;
Cardoso,
Jorge;
Kao,
Odej
Leveraging Log instructions for Log-based Anomaly Detection
2022 IEEE International Conference on Services Computing (SCC), Page 321–326
2022
Leveraging Log instructions for Log-based Anomaly Detection
2022 IEEE International Conference on Services Computing (SCC), Page 321–326
2022
Bogatinovski,
Jasmin;
Qiao,
Yu;
Cardoso,
Jorge;
Kao,
Odej
First CE Matters: On the Importance of Long Term Properties on Memory Failure Prediction
2022 IEEE International Conference on Big Data (Big Data)
2022
First CE Matters: On the Importance of Long Term Properties on Memory Failure Prediction
2022 IEEE International Conference on Big Data (Big Data)
2022
Becker,
Soeren;
Styp-Rekowski,
Kevin;
Stoll,
Oliver Vincent Leon;
Kao,
Odej
Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things
2022 IEEE International Conference on Big Data (Big Data), Page 5424–5433
2022
Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things
2022 IEEE International Conference on Big Data (Big Data), Page 5424–5433
2022
Bogatinovski,
Jasmin;
Nedelkoski,
Sasho;
Wu,
Li;
Cardoso,
Jorge;
Kao,
Odej
Failure Identification from Unstable Log Data using Deep Learning
22nd International Symposium on Cluster, Cloud and Internet Computing (CCGrid)
Publisher: IEEE Press, NY
2022
Failure Identification from Unstable Log Data using Deep Learning
22nd International Symposium on Cluster, Cloud and Internet Computing (CCGrid)
Publisher: IEEE Press, NY
2022
2021
Bader,
Jonathan;
Thamsen,
Lauritz;
Kulagina,
Svetlana;
Will,
Jonathan;
Meyerhenke,
Henning;
Kao,
Odej
Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous Clusters
2021 IEEE International Conference on Big Data, Page to appear
Publisher: IEEE
December 2021
Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous Clusters
2021 IEEE International Conference on Big Data, Page to appear
Publisher: IEEE
December 2021
Wittkopp,
Thorsten;
Wiesner,
Philipp;
Scheinert,
Dominik;
Kao,
Odej
A Taxonomy of Anomalies in Log Data
2nd International Workshop on Artificial Intelligence for IT Operations (AIOPS), Page 153–164
Springer
November 2021
A Taxonomy of Anomalies in Log Data
2nd International Workshop on Artificial Intelligence for IT Operations (AIOPS), Page 153–164
Springer
November 2021
Scheinert,
Dominik;
Zhu,
Houkun;
Thamsen,
Lauritz;
Geldenhuys,
Morgan K.;
Will,
Jonathan;
Acker,
Alexander;
Kao,
Odej
Enel: Context-Aware Dynamic Scaling of Distributed Dataflow Jobs using Graph Propagation
40th IEEE International Performance Computing and Communications Conference, Page 1–8
Publisher: IEEE
October 2021
Enel: Context-Aware Dynamic Scaling of Distributed Dataflow Jobs using Graph Propagation
40th IEEE International Performance Computing and Communications Conference, Page 1–8
Publisher: IEEE
October 2021
Becker,
Soeren;
Schmidt,
Florian;
Kao,
Odej
EdgePier: P2P-based Container Image Distribution in Edge Computing Environments
40th IEEE International Performance Computing and Communications Conference, Page to appear
Publisher: IEEE
October 2021
EdgePier: P2P-based Container Image Distribution in Edge Computing Environments
40th IEEE International Performance Computing and Communications Conference, Page to appear
Publisher: IEEE
October 2021
Wu,
Li;
Tordsson,
Johan;
Elmroth,
Erik;
Kao,
Odej
Causal Inference Techniques for Microservice Performance Diagnosis: Evaluation and Guiding Recommendations
IEEE International Conference on Autonomic Computing and Self-Organizing Systems, Page to appear
Publisher: IEEE
September 2021
Causal Inference Techniques for Microservice Performance Diagnosis: Evaluation and Guiding Recommendations
IEEE International Conference on Autonomic Computing and Self-Organizing Systems, Page to appear
Publisher: IEEE
September 2021
Becker,
Soeren;
Schmidt,
Florian;
Thamsen,
Lauritz;
Ferrer,
Ana Juan;
Kao,
Odej
LOS: Local-Optimistic Scheduling of Periodic Model Training For Anomaly Detection on Sensor Data Streams in Meshed Edge Networks
IEEE International Conference on Autonomic Computing and Self-Organizing Systems, Page to appear
Publisher: IEEE
September 2021
LOS: Local-Optimistic Scheduling of Periodic Model Training For Anomaly Detection on Sensor Data Streams in Meshed Edge Networks
IEEE International Conference on Autonomic Computing and Self-Organizing Systems, Page to appear
Publisher: IEEE
September 2021
Scheinert,
Dominik;
Thamsen,
Lauritz;
Zhu,
Houkun;
Will,
Jonathan;
Acker,
Alexander;
Wittkopp,
Thorsten;
Kao,
Odej
Bellamy: Reusing Performance Models for Distributed Dataflow Jobs Across Contexts
2021 IEEE International Conference on Cluster Computing (CLUSTER), Page 261–270
Publisher: IEEE
September 2021
Bellamy: Reusing Performance Models for Distributed Dataflow Jobs Across Contexts
2021 IEEE International Conference on Cluster Computing (CLUSTER), Page 261–270
Publisher: IEEE
September 2021
Scheinert,
Dominik;
Acker,
Alexander;
Thamsen,
Lauritz;
Geldenhuys,
Morgan K.;
Kao,
Odej
Learning Dependencies in Distributed Cloud Applications to Identify and Localize Anomalies
Workshop Proceedings of the 43th International Conference on Software Engineering, Page 7–12
ACM
May 2021
Learning Dependencies in Distributed Cloud Applications to Identify and Localize Anomalies
Workshop Proceedings of the 43th International Conference on Software Engineering, Page 7–12
ACM
May 2021
Wu,
Li;
Tordsson,
Johan;
Bogatinovski,
Jasmin;
Elmroth,
Erik;
Kao,
Odej
MicroDiag: Fine-grained Performance Diagnosis for Microservice Systems
Workshop Proceedings of the 43th International Conference on Software Engineering, Page To appear
Publisher: ACM
May 2021
MicroDiag: Fine-grained Performance Diagnosis for Microservice Systems
Workshop Proceedings of the 43th International Conference on Software Engineering, Page To appear
Publisher: ACM
May 2021
Bogatinovski,
Jasmin;
Harald,
Alexander;
Nedelkoski,
Sasho;
Kao,
Odej
Robust and Transferable Anomaly Detection in Log Data using Pre-Trained Language Models
Workshop Proceedings of the 43th International Conference on Software Engineering, Page To appear
Publisher: ACM
May 2021
Robust and Transferable Anomaly Detection in Log Data using Pre-Trained Language Models
Workshop Proceedings of the 43th International Conference on Software Engineering, Page To appear
Publisher: ACM
May 2021
Ferrer,
Ana Juan;
Becker,
Soeren;
Schmidt,
Florian;
Thamsen,
Lauritz;
Kao,
Odej
Towards a Cognitive Compute Continuum: An Architecture for Ad-Hoc Self-Managed Swarms
Workshop Proceedings of the 21st IEEE/ACM international Symposium on Cluster, Cloud and Internet ComputingfromCCGrid Workshops, Page To appear
Publisher: IEEE
May 2021
Towards a Cognitive Compute Continuum: An Architecture for Ad-Hoc Self-Managed Swarms
Workshop Proceedings of the 21st IEEE/ACM international Symposium on Cluster, Cloud and Internet ComputingfromCCGrid Workshops, Page To appear
Publisher: IEEE
May 2021
Bogatinovski,
Jasmin;
Nedelkoski,
Sasho;
Acker,
Alexander;
Schmidt,
Florian;
Wittkopp,
Thorsten;
Becker,
Soeren;
Cardoso,
Jorge;
Kao,
Odej
Artificial Intelligence for IT Operations (AIOPS) Workshop White Paper
January 2021
Artificial Intelligence for IT Operations (AIOPS) Workshop White Paper
January 2021
Styp-Rekowski,
Kevin;
Stolle,
Claudia;
Michaelis,
Ingo;
Kao,
Odej
Calibration of the GRACE-FO Satellite Platform Magnetometers and Co-Estimation of Intrinsic Time Shift in Data
2021 IEEE International Conference on Big Data (Big Data), Page To appear
IEEE
Publisher: IEEE
2021
Calibration of the GRACE-FO Satellite Platform Magnetometers and Co-Estimation of Intrinsic Time Shift in Data
2021 IEEE International Conference on Big Data (Big Data), Page To appear
IEEE
Publisher: IEEE
2021
Will,
Jonathan;
Thamsen,
Lauritz;
Scheinert,
Dominik;
Bader,
Jonathan;
Kao,
Odej
C3O: Collaborative Cluster Configuration Optimization for Distributed Data Processing in Public Clouds
International Conference on Cloud Engineering, Page 43–52
Publisher: IEEE
2021
C3O: Collaborative Cluster Configuration Optimization for Distributed Data Processing in Public Clouds
International Conference on Cloud Engineering, Page 43–52
Publisher: IEEE
2021
2020
Wu,
Li;
Bogatinovski,
Jasmin;
Nedelkoski,
Sasho;
Tordsson,
Johan;
Kao,
Odej
Performance Diagnosis in Cloud Microservices using Deep Learning
18th International Conference on Service-Oriented Computing, Page To appear
Springer
Publisher: Dubai, United Arab Emirates
December 2020
Performance Diagnosis in Cloud Microservices using Deep Learning
18th International Conference on Service-Oriented Computing, Page To appear
Springer
Publisher: Dubai, United Arab Emirates
December 2020
Styp-Rekowski,
Kevin;
Schmidt,
Florian;
Kao,
Odej
Optimizing Convergence for Iterative Learning of ARIMA for Stationary Time Series
2020 IEEE International Conference on Big Data (Big Data), Page 2217–2222
IEEE
December 2020
Optimizing Convergence for Iterative Learning of ARIMA for Stationary Time Series
2020 IEEE International Conference on Big Data (Big Data), Page 2217–2222
IEEE
December 2020
Becker,
Soeren;
Schmidt,
Florian;
Gulenko,
Anton;
Acker,
Alexander;
Kao,
Odej
Towards AIOps in Edge Computing Environments
2020 IEEE International Conference on Big Data, Page 3470–3475
Publisher: IEEE
December 2020
Towards AIOps in Edge Computing Environments
2020 IEEE International Conference on Big Data, Page 3470–3475
Publisher: IEEE
December 2020
- ISBN
- 978-1-7281-6251-5
Ahmad,
Sabtain;
Styp-Rekowski,
Kevin;
Nedelkoski,
Sasho;
Kao,
Odej
Autoencoder-based Condition Monitoring and Anomaly Detection Method for Rotating Machines
2020 IEEE International Conference on Big Data (Big Data), Page 4093–4102
IEEE
December 2020
Autoencoder-based Condition Monitoring and Anomaly Detection Method for Rotating Machines
2020 IEEE International Conference on Big Data (Big Data), Page 4093–4102
IEEE
December 2020
Geldenhuys,
Morgan;
Thamsen,
Lauritz;
Kao,
Odej
Chiron: Optimizing Fault Tolerance in QoS-aware Distributed Stream Processing Jobs
2020 IEEE International Conference on Big Data, Page 434–440
IEEE
December 2020
Chiron: Optimizing Fault Tolerance in QoS-aware Distributed Stream Processing Jobs
2020 IEEE International Conference on Big Data, Page 434–440
IEEE
December 2020
Nedelkoski,
Sasho;
Bogatinovski,
Jasmin;
Acker,
Alexander;
Cardoso,
Jorge;
Kao,
Odej
Self-Attentive Classification-Based Anomaly Detection in Unstructured Logs
ICDM 2020: 20th IEEE International Conference on Data Mining, Page 1196–1201
IEEE
November 2020
Self-Attentive Classification-Based Anomaly Detection in Unstructured Logs
ICDM 2020: 20th IEEE International Conference on Data Mining, Page 1196–1201
IEEE
November 2020
Behnke,
Ilja;
Pirl,
Lukas;
Thamsen,
Lauritz;
Danicki,
Robert;
Polze,
Andreas;
Kao,
Odej
Interrupting Real-Time IoT Tasks: How Bad Can It Be to Connect Your Critical Embedded System to the Internet?
IPCCC 2020: 39th International Performance Computing and Communications Conference, Page 1–6
IEEE
November 2020
Interrupting Real-Time IoT Tasks: How Bad Can It Be to Connect Your Critical Embedded System to the Internet?
IPCCC 2020: 39th International Performance Computing and Communications Conference, Page 1–6
IEEE
November 2020
Nedelkoski,
Sasho;
Bogatinovski,
Jasmin;
Mandapati
;
Cardoso,
Jorge;
Kao,
Odej
Multi-Source Distributed System Data for AI-powered Analytics
ESOCC 2020: European Conference On Service-Oriented And Cloud Computing, Page 161–176
Publisher: Springer International Publishing
September 2020
Multi-Source Distributed System Data for AI-powered Analytics
ESOCC 2020: European Conference On Service-Oriented And Cloud Computing, Page 161–176
Publisher: Springer International Publishing
September 2020
Acker,
Alexander;
Wittkopp,
Thorsten;
Nedelkoski,
Sasho;
Bogatinovski,
Jasmin;
Kao,
Odej
Superiority of Simplicity: A Lightweight Model for Network Device Workload Prediction
15th Conference on Computer Science and Information Systems, Page 7–10
IEEE
September 2020
Superiority of Simplicity: A Lightweight Model for Network Device Workload Prediction
15th Conference on Computer Science and Information Systems, Page 7–10
IEEE
September 2020
- ISBN
- 978-1-7281-4147-3
