Position innerhalb des Seitenbaumes

Markus Frank

Herr Dr. rer. nat.

Teaching and Research Assistant, Doctoral Researcher
Institute of Software Engineering
Software Quality and Architecture Group
[Foto: University of Stuttgart]

Kontakt

E-Mail
Website
Visitenkarte (VCF)

Universitätsstraße 38
70569 Stuttgart
Deutschland

Sprechstunde

Monday, Tuesday, Thursday: 10:00am - 11:00am

Fachgebiet

Performance Prediction for Multicore Systems

Multicore systems are a permanent part of our daily life. Regardless of whether we consider nowadays desktop PC's, notebooks or smartphones all devices running on multicore CPUs. To use these hardware features in an efficient way we need parallel enabled software. However, the development of such software is more complicated than developing sequential software.

To handle the rising complexity, it is necessary to develop software in an engineer-like way. In such a process Software Architects plan and analyse software designs on a model level.
Software Architects can use tools like Palladio to simulate and analyse early phase software designs. Unfortunately, current approaches and tools cannot consider multicore systems.
Therefore, we aim in this project to find performance prediction methods for multicore systems.

Publikationen

Publications:

2020
1. Frank, M., Hakamian, A., & Becker, S. (2020). Defining a Formal Semantic for Parallel Patterns in the Palladio Component Model Using Hierarchical Queuing Petri Nets. In H. Muccini, P. Avgeriou, B. Buhnova, J. Camara, M. Caporuscio, M. Franzago, A. Koziolek, P. Scandurra, C. Trubiani, D. Weyns, & U. Zdun (Hrsg.), Software Architecture (S. 381--394). Springer International Publishing.
  - Zusammenfassung
  - BibTeX
  Zusammenfassung
  Context: With the introduction of multicore processors more than a decade ago, parallel software behavior became also relevant for BIS and end-user applications. This evolution raises several new challenges for Software Performance Engineering (SPE). One challenge for model-based SPE is to come up with new language concepts to include parallel behavior in the software behavior models (i.e., UML activity diagrams).
  BibTeX
  @inproceedings{10.1007/978-3-030-59155-7_28, abstract = {Context: With the introduction of multicore processors more than a decade ago, parallel software behavior became also relevant for BIS and end-user applications. This evolution raises several new challenges for Software Performance Engineering (SPE). One challenge for model-based SPE is to come up with new language concepts to include parallel behavior in the software behavior models (i.e., UML activity diagrams).}, address = {Cham}, author = {Frank, Markus and Hakamian, Alireza and Becker, Stefen}, booktitle = {Software Architecture}, editor = {Muccini, Henry and Avgeriou, Paris and Buhnova, Barbora and Camara, Javier and Caporuscio, Mauro and Franzago, Mirco and Koziolek, Anne and Scandurra, Patrizia and Trubiani, Catia and Weyns, Danny and Zdun, Uwe}, isbn = {978-3-030-59155-7}, pages = {381--394}, publisher = {Springer International Publishing}, title = {Defining a Formal Semantic for Parallel Patterns in the Palladio Component Model Using Hierarchical Queuing Petri Nets}, year = 2020 }
2. Vijayshree, V., Frank, M., & Becker, S. (2020). Extended Abstract of Performance Analysis and Prediction of Model Transformation. Companion of the ACM/SPEC International Conference on Performance Engineering, 8--9.
  - BibTeX
  BibTeX
  @inproceedings{vijayshree2020extended, author = {Vijayshree, Vijayshree and Frank, Markus and Becker, Steffen}, booktitle = {Companion of the ACM/SPEC International Conference on Performance Engineering}, pages = {8--9}, title = {Extended Abstract of Performance Analysis and Prediction of Model Transformation}, year = 2020 }
2019
1. Frank, M., Klinaku, F., Hilbrich, M., & Becker, S. (2019). Towards a parallel template catalogue for software performance predictions. Proceedings of the 13th European Conference on Software Architecture, ECSA 2019, Paris, France, September 9-13, 2019, Companion Proceedings (Proceedings Volume 2), 18--21. https://doi.org/10.1145/3344948.3344958
  - BibTeX
  - Link
  BibTeX
  @inproceedings{DBLP:conf/ecsa/FrankKH019, author = {Frank, Markus and Klinaku, Floriment and Hilbrich, Marcus and Becker, Steffen}, bibsource = {dblp computer science bibliography, https://dblp.org}, booktitle = {Proceedings of the 13th European Conference on Software Architecture, {ECSA} 2019, Paris, France, September 9-13, 2019, Companion Proceedings (Proceedings Volume 2),}, crossref = {DBLP:conf/ecsa/2019c}, doi = {10.1145/3344948.3344958}, pages = {18--21}, title = {Towards a parallel template catalogue for software performance predictions}, url = {https://doi.org/10.1145/3344948.3344958}, year = 2019 }
  Link
  https://doi.org/10.1145/3344948.3344958
2. Frank, M., Becker, S., Kaplan, A., & Koziolek, A. (2019). Performance-influencing Factors for Parallel and Algorithmic Problems in Multicore Environments: Work-In-Progress Paper. Companion of the 2019 ACM/SPEC International Conference on Performance Engineering, 21--24.
  - BibTeX
  BibTeX
  @inproceedings{frank2019performance, author = {Frank, Markus and Becker, Steffen and Kaplan, Angelika and Koziolek, Anne}, booktitle = {Companion of the 2019 ACM/SPEC International Conference on Performance Engineering}, organization = {ACM}, pages = {21--24}, title = {Performance-influencing Factors for Parallel and Algorithmic Problems in Multicore Environments: Work-In-Progress Paper}, year = 2019 }
3. Klinaku, F., Zigldrum, M., Frank, M., & Becker, S. (2019). The Elastic Processing of Data Streams in Cloud Environments: A Systematic Mapping Study. Proceedings of the 9th International Conference on Cloud Computing and Services Science, CLOSER 2019, Heraklion, Crete, Greece, May 2-4, 2019, 316--323. https://doi.org/10.5220/0007708503160323
  - BibTeX
  - Link
  BibTeX
  @inproceedings{DBLP:conf/closer/KlinakuZF019, author = {Klinaku, Floriment and Zigldrum, Michael and Frank, Markus and Becker, Steffen}, bibsource = {dblp computer science bibliography, https://dblp.org}, booktitle = {Proceedings of the 9th International Conference on Cloud Computing and Services Science, {CLOSER} 2019, Heraklion, Crete, Greece, May 2-4, 2019}, crossref = {DBLP:conf/closer/2019}, doi = {10.5220/0007708503160323}, pages = {316--323}, title = {The Elastic Processing of Data Streams in Cloud Environments: {A} Systematic Mapping Study}, url = {https://doi.org/10.5220/0007708503160323}, year = 2019 }
  Link
  https://doi.org/10.5220/0007708503160323
4. Klinaku, F., Hakamian, A., & Frank, M. (2019). A Process Model for Elastic and Resilient IoT Applications with Emergent Behaviors. IEEE International Conference on Software Architecture Companion, ICSA Companion 2019, Hamburg, Germany, March 25-26, 2019, 27--30. https://doi.org/10.1109/ICSA-C.2019.00012
  - BibTeX
  - Link
  BibTeX
  @inproceedings{DBLP:conf/icsa/KlinakuHF19, author = {Klinaku, Floriment and Hakamian, Alireza and Frank, Markus}, bibsource = {dblp computer science bibliography, https://dblp.org}, booktitle = {{IEEE} International Conference on Software Architecture Companion, {ICSA} Companion 2019, Hamburg, Germany, March 25-26, 2019}, crossref = {DBLP:conf/icsa/2019c}, doi = {10.1109/ICSA-C.2019.00012}, pages = {27--30}, title = {A Process Model for Elastic and Resilient IoT Applications with Emergent Behaviors}, url = {https://doi.org/10.1109/ICSA-C.2019.00012}, year = 2019 }
  Link
  https://doi.org/10.1109/ICSA-C.2019.00012
5. Gruber, P., & Frank, M. (2019, November). Modelling and Predicting Memory Behaviour in Parallel Systems with Network Links---Palladio-based Experiment Report. Proceedings of the Symposium on Software Performance 2019, 4-6 November 2019, Würzburg, Germany. https://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2019/Papers/SSP2019_paper_3.pdf
  - BibTeX
  - Link
  BibTeX
  @inproceedings{ssp19, address = {Würzburg}, author = {Gruber, Philipp and Frank, Markus}, booktitle = {Proceedings of the Symposium on Software Performance 2019, 4-6 November 2019, Würzburg, Germany}, month = {11}, series = {10th Symposium on Software Performance 2019}, title = {Modelling and Predicting Memory Behaviour in Parallel Systems with Network Links---Palladio-based Experiment Report}, url = {https://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2019/Papers/SSP2019_paper_3.pdf}, year = 2019 }
  Link
  https://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2019/Papers/SSP2019_paper_3.pdf
2018
1. Frank, M., Klinaku, F., & Becker, S. (2018). Challenges in Multicore Performance Predictions. Companion of the 2018 ACM/SPEC International Conference on Performance Engineering, 47--48. https://doi.org/10.1145/3185768.3185773
  - BibTeX
  - Link
  BibTeX
  @inproceedings{frank2018challenges, acmid = {3185773}, address = {New York, NY, USA}, author = {Frank, Markus and Klinaku, Floriment and Becker, Steffen}, booktitle = {Companion of the 2018 ACM/SPEC International Conference on Performance Engineering}, doi = {10.1145/3185768.3185773}, isbn = {978-1-4503-5629-9}, location = {Berlin, Germany}, numpages = {2}, pages = {47--48}, publisher = {ACM}, series = {ICPE '18}, title = {Challenges in Multicore Performance Predictions}, url = {http://doi.acm.org/10.1145/3185768.3185773}, year = 2018 }
  Link
  http://doi.acm.org/10.1145/3185768.3185773
2. Frank, M., & Hakamian, A. (2018, November). An Architectural Template for Parallel Loops and Sections. Proceedings of the Symposium on Software Performance 2018, 7-9 November 2018, Hildesheim, Germany. https://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2018/papers/FrankHakamian18.pdf
  - BibTeX
  - Link
  BibTeX
  @inproceedings{ssp18at, address = {Hildesheim}, author = {Frank, Markus and Hakamian, Alireza}, booktitle = {Proceedings of the Symposium on Software Performance 2018, 7-9 November 2018, Hildesheim, Germany}, month = {11}, series = {9th Symposium on Software Performance 2018}, title = {{An Architectural Template for Parallel Loops and Sections}}, url = {https://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2018/papers/FrankHakamian18.pdf}, year = 2018 }
  Link
  https://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2018/papers/FrankHakamian18.pdf
3. Klinaku, F., Frank, M., & Becker, S. (2018). CAUS: An Elasticity Controller for a Containerized Microservice. Companion of the 2018 ACM/SPEC International Conference on Performance Engineering, 93--98. https://doi.org/10.1145/3185768.3186296
  - BibTeX
  - Link
  BibTeX
  @inproceedings{Klinaku:2018:CEC:3185768.3186296, acmid = {3186296}, address = {New York, NY, USA}, author = {Klinaku, Floriment and Frank, Markus and Becker, Steffen}, booktitle = {Companion of the 2018 ACM/SPEC International Conference on Performance Engineering}, doi = {10.1145/3185768.3186296}, isbn = {978-1-4503-5629-9}, location = {Berlin, Germany}, numpages = {6}, pages = {93--98}, publisher = {ACM}, series = {ICPE '18}, title = {CAUS: An Elasticity Controller for a Containerized Microservice}, url = {http://doi.acm.org/10.1145/3185768.3186296}, year = 2018 }
  Link
  http://doi.acm.org/10.1145/3185768.3186296
4. Hilbrich, M., & Frank, M. (2018). Abstract Fog in the Bottle-Trends of Computing in History and Future. 2018 44th Euromicro Conference on Software Engineering and Advanced Applications (SEAA), 519--522.
  - BibTeX
  BibTeX
  @inproceedings{hilbrich2018abstract, author = {Hilbrich, Marcus and Frank, Markus}, booktitle = {2018 44th Euromicro Conference on Software Engineering and Advanced Applications (SEAA)}, organization = {IEEE}, pages = {519--522}, title = {Abstract Fog in the Bottle-Trends of Computing in History and Future}, year = 2018 }
5. Hilbrich, M., & Frank, M. (2018). HPC and SPE Need to Learn from Each Other-Knowledgetransformation Patterns. The 18th International Symposium on Scientific Computing, Computer Arithmetic, and Verified Numerical Computations, 58–59.
  - BibTeX
  BibTeX
  @inproceedings{scan18, address = {Tokyo, Japan}, author = {Hilbrich, Marcus and Frank, Markus}, booktitle = {The 18th International Symposium on Scientific Computing, Computer Arithmetic, and Verified Numerical Computations}, pages = {58-59}, series = {SCAN2018 Book of Abstracts}, title = {HPC and SPE Need to Learn from Each Other-Knowledgetransformation Patterns}, year = 2018 }
2017
1. Frank, M., Hilbrich, M., Lehrig, S., & Becker, S. (2017, November). Parallelization, Modeling, and Performance Prediction in the Multi-/Many Core Area: A Systematic Literature Review. Proceedings of the 7th IEEE International Symposium on Cloud and Service Computing, 22-25 November 2017, Kanazawa, Japan.
  - BibTeX
  BibTeX
  @inproceedings{sc2slr, address = {Kanazawa}, author = {Frank, Markus and Hilbrich, Marcus and Lehrig, Sebastian and Becker, Steffen}, booktitle = {Proceedings of the 7th IEEE International Symposium on Cloud and Service Computing, 22-25 November 2017, Kanazawa, Japan}, month = {11}, series = {7th IEEE International Symposium on Cloud and Service Computing}, title = {{Parallelization, Modeling, and Performance Prediction in the Multi-/Many Core Area: A Systematic Literature Review}}, year = 2017 }
2. Hilbrich, M., & Frank, M. (2017, November). Enforcing Security and Privacy via a Cooperation of Security Experts and Software Engineers-a Model-based Vision. Proceedings of the 7th IEEE International Symposium on Cloud and Service Computing, 22-25 November 2017, Kanazawa, Japan.
  - BibTeX
  BibTeX
  @inproceedings{sc2securtiy, address = {Kanazawa}, author = {Hilbrich, Marcus and Frank, Markus}, booktitle = {Proceedings of the 7th IEEE International Symposium on Cloud and Service Computing, 22-25 November 2017, Kanazawa, Japan}, month = {11}, series = {7th IEEE International Symposium on Cloud and Service Computing}, title = {{Enforcing Security and Privacy via a Cooperation of Security Experts and Software Engineers-a Model-based Vision}}, year = 2017 }
3. Hilbrich, M., & Frank, M. (2017). Time-Aligned Similarity Calculations for Job-Centric Monitoring. IEEE 2017 CloudCom-Asia international conference.
  - BibTeX
  BibTeX
  @inproceedings{CcaHilbrich17, author = {Hilbrich, Marcus and Frank, Markus}, booktitle = {IEEE 2017 CloudCom-Asia international conference}, isbn = {978-99978-1-190-5}, title = {{Time-Aligned Similarity Calculations for Job-Centric Monitoring}}, year = 2017 }
4. Hilbrich, M., & Frank, M. (2017, November). Debugging a Complex Systems, the Long Way from Data to Knowledge. Proceedings of the Symposium on Software Performance 2017, 9-10 November 2017, Karlsruhe, Germany. http://www.performance-symposium.org/2017/program/debugging-a-complex-systems-the-long-way-from-data-to-knowledge/
  - BibTeX
  - Link
  BibTeX
  @inproceedings{ssp17mon, address = {Karlsruhe}, author = {Hilbrich, Marcus and Frank, Markus}, booktitle = {Proceedings of the Symposium on Software Performance 2017, 9-10 November 2017, Karlsruhe, Germany}, month = {11}, series = {8th Symposium on Software Performance 2017}, title = {{Debugging a Complex Systems, the Long Way from Data to Knowledge}}, url = {http://www.performance-symposium.org/2017/program/debugging-a-complex-systems-the-long-way-from-data-to-knowledge/}, year = 2017 }
  Link
  http://www.performance-symposium.org/2017/program/debugging-a-complex-systems-the-long-way-from-data-to-knowledge/
5. Hilbrich, M., & Frank, M. (2017). Analysis of Series of Measurements from Job-Centric Monitoring by Statistical Functions. Computer Science, 18(1), Article 1. https://journals.agh.edu.pl/csci/article/view/1791
  Zusammenfassung
  The rising number of executed programs (jobs) enabled by thegrowing amount of available resources from Clouds, Grids,and HPC (for example) has resulted in an enormous number ofjobs. Nowadays, most of the executed jobs are mainlyunobserved, so unusual behavior, non-optimal resource usage,and silent faults are not systematically searched andanalyzed. Job-centric monitoring enables permanent jobobservation and, thus, enables the analysis of monitoringdata. In this paper, we show how statistic functions can beused to analyze job-centric monitoring data and how themethods compare to more-complex analysis methods.Additionally, we present the usefulness of job-centricmonitoring based on practical experiences.
  BibTeX
  @article{csci1791, abstract = {The rising number of executed programs (jobs) enabled by thegrowing amount of available resources from Clouds, Grids,and HPC (for example) has resulted in an enormous number ofjobs. Nowadays, most of the executed jobs are mainlyunobserved, so unusual behavior, non-optimal resource usage,and silent faults are not systematically searched andanalyzed. Job-centric monitoring enables permanent jobobservation and, thus, enables the analysis of monitoringdata. In this paper, we show how statistic functions can beused to analyze job-centric monitoring data and how themethods compare to more-complex analysis methods.Additionally, we present the usefulness of job-centricmonitoring based on practical experiences.}, author = {Hilbrich, Marcus and Frank, Markus}, issn = {2300-7036}, journal = {Computer Science}, number = 1, pages = 2, title = {Analysis of Series of Measurements from Job-Centric Monitoring by Statistical Functions}, url = {https://journals.agh.edu.pl/csci/article/view/1791}, volume = 18, year = 2017 }
  Link
  https://journals.agh.edu.pl/csci/article/view/1791
6. Frank, M., Staude, S., & Hilbrich, M. (2017, November). Is the PCM Ready for ACTORs and Multicore CPUs? - A Use Case-based Evaluation. Proceedings of the Symposium on Software Performance 2017, 9-10 November 2017, Karlsruhe, Germany. http://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2017/papers/Is_the_PCM_Ready_for_ACTORs_and_Multicore_CPUs_A_Use_Case-based_Evaluation.pdf
  - BibTeX
  - Link
  BibTeX
  @inproceedings{ssp17actor, address = {Karlsruhe}, author = {Frank, Markus and Staude, Stefan and Hilbrich, Marcus}, booktitle = {Proceedings of the Symposium on Software Performance 2017, 9-10 November 2017, Karlsruhe, Germany}, month = {11}, series = {8th Symposium on Software Performance 2017}, title = {{Is the PCM Ready for ACTORs and Multicore CPUs? - A Use Case-based Evaluation}}, url = {http://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2017/papers/Is_the_PCM_Ready_for_ACTORs_and_Multicore_CPUs_A_Use_Case-based_Evaluation.pdf}, year = 2017 }
  Link
  http://www.performance-symposium.org/fileadmin/user_upload/palladio-conference/2017/papers/Is_the_PCM_Ready_for_ACTORs_and_Multicore_CPUs_A_Use_Case-based_Evaluation.pdf
2016
1. Frank, M., & Hilbrich, M. (2016). Performance Prediction for Multicore Environments---An Experiment Report. Proceedings of the Symposium on Software Performance 2016, 7-9 November 2016, Kiel, Germany. https://sdqweb.ipd.kit.edu/typo3/sdq/fileadmin/user_upload/palladio-conference/2016/papers/Performance_Prediction_for_Multicore_Environments_-_An_Experiment_Report.pdf
  - BibTeX
  - Link
  BibTeX
  @inproceedings{mfrank-ssp16, author = {Frank, Markus and Hilbrich, Marcus}, booktitle = {Proceedings of the Symposium on Software Performance 2016, 7-9 November 2016, Kiel, Germany}, title = {{Performance Prediction for Multicore Environments---An Experiment Report}}, url = {https://sdqweb.ipd.kit.edu/typo3/sdq/fileadmin/user_upload/palladio-conference/2016/papers/Performance_Prediction_for_Multicore_Environments_-_An_Experiment_Report.pdf}, year = 2016 }
  Link
  https://sdqweb.ipd.kit.edu/typo3/sdq/fileadmin/user_upload/palladio-conference/2016/papers/Performance_Prediction_for_Multicore_Environments_-_An_Experiment_Report.pdf
2. Hilbrich, M., Lehrig, S., & Frank, M. (2016). Measured Values Lost in Time---or How I rose from a User to a Developer of Palladio.
  - BibTeX
  BibTeX
  @misc{mhPalTime16, author = {Hilbrich, Marcus and Lehrig, Sebastian and Frank, Markus}, note = {\url{http://nbn-resolving.de/urn:nbn:de:bsz:ch1-qucosa-213813}}, title = {{Measured Values Lost in Time---or How I rose from a User to a Developer of Palladio}}, year = 2016 }
3. Richter, P., Frank, M., & Schlieter, H. (2016). Entwicklung eines Leitlinienmanagementsystems - Anforderungen und konzeptuelle Vorarbeiten. Multikonferenz Wirtschaftsinformatik (MKWI) 2016 : Technische Universit\ät Ilmenau, 09. - 11. M\ärz 2016; Band II, 679–690.
  - BibTeX
  BibTeX
  @inproceedings{mkwi16, author = {Richter, Peggy and Frank, Markus and Schlieter, Hannes}, booktitle = {Multikonferenz Wirtschaftsinformatik (MKWI) 2016 : Technische Universit{\ä}t Ilmenau, 09. - 11. M{\ä}rz 2016; Band II}, isbn = {978-3-86360-132-4}, month = {03}, pages = {679-690}, title = {Entwicklung eines Leitlinienmanagementsystems - Anforderungen und konzeptuelle Vorarbeiten}, year = 2016 }
4. Hilbrich, M., Frank, M., & Lehrig, S. (2016). Security Modeling with Palladio---Different Approaches. Proceedings of the Symposium on Software Performance 2016, 7-9 November 2016, Kiel, Germany. https://sdqweb.ipd.kit.edu/typo3/sdq/fileadmin/user_upload/palladio-conference/2016/papers/Security_Modeling_with_Palladio-Different_Approaches.pdf
  - BibTeX
  - Link
  BibTeX
  @inproceedings{mhilb-ssp16, author = {Hilbrich, Marcus and Frank, Markus and Lehrig, Sebastian}, booktitle = {Proceedings of the Symposium on Software Performance 2016, 7-9 November 2016, Kiel, Germany}, title = {{Security Modeling with Palladio---Different Approaches}}, url = {https://sdqweb.ipd.kit.edu/typo3/sdq/fileadmin/user_upload/palladio-conference/2016/papers/Security_Modeling_with_Palladio-Different_Approaches.pdf}, year = 2016 }
  Link
  https://sdqweb.ipd.kit.edu/typo3/sdq/fileadmin/user_upload/palladio-conference/2016/papers/Security_Modeling_with_Palladio-Different_Approaches.pdf
2015
1. Hilbrich, M., & Frank, M. (2015). Analysis of Series of Measurements from Job-Centric Monitoring by Statistical Functions. In M. Bubak, M. Turala, & K. Wiatr (Hrsg.), CGW Workshop ’15 Proceedings (S. 81–82). ACC Cyfronet AGH.
  - BibTeX
  BibTeX
  @inproceedings{cgw15a1, author = {Hilbrich, Marcus and Frank, Markus}, booktitle = {CGW Workshop '15 Proceedings}, editor = {Bubak, Marian and Tural{}a, Micha\l{} and Wiatr, Kazimierz}, month = {10}, note = {ISBN 978-83-61433-14-9}, pages = {81-82}, publisher = {ACC Cyfronet AGH}, title = {{Analysis of Series of Measurements from Job-Centric Monitoring by Statistical Functions}}, year = 2015 }
2. Hilbrich, M., & Frank, M. (2015). Better Resource Usage by Job-Centric Monitoring.
  - BibTeX
  BibTeX
  @misc{mh-p-ssp15, author = {Hilbrich, Marcus and Frank, Markus}, month = {11}, note = {Symposium on Software Performance 2015, Poster, Munich, Germany}, title = {{Better Resource Usage by Job-Centric Monitoring}}, year = 2015 }

Lebenslauf

University of Mannheim

B.Sc Wirtschaftsinformatik
2008 - 2011

TU Dresden

M.Sc Wirtschaftsinformatik
2012 - 2014

TU Chemnitz

Research Assistent, TU Chemenitz
Prof. Dr. Steffen Becker
Faculty of Computer Science
Software Engineering Chair
June 2015 - September 2017

Uni Stuttgart

Research Assistent, Uni Stuttgart
Prof. Dr. Steffen Becker
Institute for Software Engineering
Reliable Software Systems Group
Since October 2017

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