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Peer-Reviewed Journal and Magazine Articles

[2] Simon Spinner, Giuliano Casale, Fabian Brosig, and Samuel Kounev. Evaluating Approaches to Resource Demand Estimation. Performance Evaluation, 92:51 -- 71, October 2015, Elsevier B.V. [ bib | abstract  | pdf  | DOI  | http  ]
[1] Nikolas Roman Herbst, Nikolaus Huber, Samuel Kounev, and Erich Amrehn. Self-Adaptive Workload Classification and Forecasting for Proactive Resource Provisioning. Concurrency and Computation - Practice and Experience, John Wiley and Sons, Ltd., 26(12):2053--2078, March 2014. [ bib | abstract  | pdf  | DOI  | http  ]

Peer-Reviewed International Conference, Workshop Papers, and Book Chapters

[18] Marwin Züfle, André Bauer, Nikolas Herbst, Valentin Curtef, and Samuel Kounev. Telescope: A Hybrid Forecast Method for Univariate Time Series (Extended Abstract Paper). In Proceedings of the International work-conference on Time Series (ITISE 2017), Granada, Spain, September 2017. Accepted. [ bib | abstract  | pdf  | slides  ]
[17] Johannes Grohmann, Nikolas Herbst, Simon Spinner, and Samuel Kounev. Self-Tuning Resource Demand Estimation (Short Paper). In Proceedings of the 14th IEEE International Conference on Autonomic Computing (ICAC 2017), Columbus, OH, July 17--21, 2017. [ bib | pdf  | slides  ]
[16] Jürgen Walter, Christian Stier, Heiko Koziolek, and Samuel Kounev. An Expandable Extraction Framework for Architectural Performance Models. In Proceedings of the 3rd International Workshop on Quality-Aware DevOps (QUDOS'17), l'Aquila, Italy, April 2017. ACM. April 2017. [ bib | abstract  | pdf  | slides  ]
[15] Jürgen Walter, Antinisca Di Marco, Simon Spinner, Paola Inverardi, and Samuel Kounev. Online Learning of Run-time Models for Performance and Resource Management in Data Centers. In Self-Aware Computing Systems, Samuel Kounev, Jeffrey O. Kephart, Aleksandar Milenkoski, and Xiaoyun Zhu, editors. Springer Verlag, Berlin Heidelberg, Germany, 2017. [ bib | abstract  | pdf  ]
[14] Giuliano Casale, Simon Spinner, and Weikun Wang. Automated Parameterization of Performance Models from Measurements (Tutorial Paper). In Proceedings of the 7th ACM/SPEC International Conference on Performance Engineering (ICPE 2016), Delft, the Netherlands, March 12, 2016. [ bib | abstract  | pdf  ]
[13] Felix Willnecker, Markus Dlugi, Andreas Brunnert, Simon Spinner, Samuel Kounev, and Helmut Krcmar. Comparing the Accuracy of Resource Demand Measurement and Estimation Techniques. In Computer Performance Engineering - Proceedings of the 12th European Workshop (EPEW 2015), Marta Beltrán, William Knottenbelt, and Jeremy Bradley, editors, Madrid, Spain, August 2015, volume 9272 of Lecture Notes in Computer Science, pages 115--129. Springer. August 2015. [ bib | abstract  | pdf  | DOI  ]
[12] Qais Noorshams, Axel Busch, Samuel Kounev, and Ralf Reussner. The Storage Performance Analyzer: Measuring, Monitoring, and Modeling of I/O Performance in Virtualized Environments (Demo Paper). In Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering, Austin, Texas, USA, February 2015, ICPE '15. [ bib | pdf  | DOI  | http  ]
[11] Simon Spinner, Samuel Kounev, Xiaoyun Zhu, Lei Lu, Mustafa Uysal, Anne Holler, and Rean Griffith. Runtime Vertical Scaling of Virtualized Applications via Online Model Estimation. In Proceedings of the 2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems (SASO), London, UK, September 8--12, 2014, pages 157--166. IEEE. September 2014, Acceptance Rate (Full Papers): 26%. [ bib | abstract  | pdf  | slides  | DOI  ]
[10] Qais Noorshams, Axel Busch, Andreas Rentschler, Dominik Bruhn, Samuel Kounev, Petr Tuma, and Ralf Reussner. Automated Modeling of I/O Performance and Interference Effects in Virtualized Storage Systems. In 34th IEEE International Conference on Distributed Computing Systems Workshops (ICDCS 2014 Workshops). 4th International Workshop on Data Center Performance, DCPerf '14, Madrid, Spain, July 2014, pages 88--93. [ bib | pdf  | DOI  | http  ]
[9] Qais Noorshams, Roland Reeb, Andreas Rentschler, Samuel Kounev, and Ralf Reussner. Enriching software architecture models with statistical models for performance prediction in modern storage environments. In Proceedings of the 17th International ACM Sigsoft Symposium on Component-based Software Engineering, Marcq-en-Bareul, France, June 2014, CBSE '14, pages 45--54. ACM, New York, NY, USA. June 2014, Acceptance Rate (Full Paper): 14/62 = 23%. [ bib | pdf  | DOI  | http  ]
[8] Rouven Krebs, Simon Spinner, Nadia Ahmed, and Samuel Kounev. Resource Usage Control In Multi-Tenant Applications. In Proceedings of the 14th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid 2014), Chicago, IL, USA, May 26, 2014, pages 122--131. IEEE/ACM. May 2014, Acceptance Rate: 19% (54/283). [ bib | abstract  | pdf  | DOI  ]
[7] Simon Spinner, Giuliano Casale, Xiaoyun Zhu, and Samuel Kounev. LibReDE: A Library for Resource Demand Estimation (Demo Paper). In Proceedings of the 5th ACM/SPEC International Conference on Performance Engineering (ICPE 2014), Dublin, Ireland, March 22--26, 2014, pages 227--228. ACM Press, New York, NY, USA. March 2014. [ bib | abstract  | pdf  | DOI  | http  ]
[6] Fabian Brosig, Fabian Gorsler, Nikolaus Huber, and Samuel Kounev. Evaluating Approaches for Performance Prediction in Virtualized Environments (Short Paper). In Proceedings of the IEEE 21st International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems (MASCOTS 2013), San Francisco, USA, August 14--16, 2013. [ bib | pdf  ]
[5] Qais Noorshams, Samuel Kounev, and Ralf Reussner. Experimental Evaluation of the Performance-Influencing Factors of Virtualized Storage Systems. In Computer Performance Engineering. 9th European Performance Engineering Workshop (EPEW 2012), Munich, Germany, July 30, 2012, and 28th UK Performance Engineering Workshop (UKPEW 2012), Edinburgh, UK, July 2, 2012, Revised Selected Papers, Mirco Tribastone, and Stephen Gilmore, editors, volume 7587 of Lecture Notes in Computer Science (LNCS), pages 63--79. Springer Berlin Heidelberg, July 2013. [ bib | pdf  | DOI  | http  ]
[4] Nikolas Roman Herbst, Nikolaus Huber, Samuel Kounev, and Erich Amrehn. Self-Adaptive Workload Classification and Forecasting for Proactive Resource Provisioning. In Proceedings of the 4th ACM/SPEC International Conference on Performance Engineering (ICPE 2013), Prague, Czech Republic, April 21--24, 2013, pages 187--198. ACM, New York, NY, USA. April 2013. [ bib | abstract  | pdf  | slides  | DOI  | http  ]
[3] Qais Noorshams, Dominik Bruhn, Samuel Kounev, and Ralf Reussner. Predictive Performance Modeling of Virtualized Storage Systems using Optimized Statistical Regression Techniques. In Proceedings of the ACM/SPEC International Conference on Performance Engineering (ICPE 2013), Prague, Czech Republic, 2013, ICPE'13, pages 283--294. ACM, New York, NY, USA. 2013. [ bib | pdf  | DOI  | http  ]
[2] Fabian Brosig, Nikolaus Huber, and Samuel Kounev. Automated Extraction of Architecture-Level Performance Models of Distributed Component-Based Systems. In 26th IEEE/ACM International Conference On Automated Software Engineering (ASE 2011), November 2011. Oread, Lawrence, Kansas. Acceptance Rate (Full Paper): 14.7% (37/252). [ bib | abstract  | pdf  ]
[1] Fabian Brosig, Samuel Kounev, and Klaus Krogmann. Automated Extraction of Palladio Component Models from Running Enterprise Java Applications. In Proceedings of the 1st International Workshop on Run-time mOdels for Self-managing Systems and Applications (ROSSA 2009). In conjunction with Fourth International Conference on Performance Evaluation Methodologies and Tools (VALUETOOLS 2009), Pisa, Italy, October 19, 2009., October 2009. ACM, New York, NY, USA. October 2009. [ bib | abstract  | pdf  ]

Technical Reports

[1] Andreas Brunnert, Andre van Hoorn, Felix Willnecker, Alexandru Danciu, Wilhelm Hasselbring, Christoph Heger, Nikolas Herbst, Pooyan Jamshidi, Reiner Jung, Joakim von Kistowski, Anne Koziolek, Johannes Kroß, , Simon Spinner, Christian Vögele, Jürgen Walter, and Alexander Wert. Performance-oriented DevOps: A research agenda. Technical Report SPEC-RG-2015-01, SPEC Research Group --- DevOps Performance Working Group, Standard Performance Evaluation Corporation (SPEC), August 2015. [ bib | abstract  | http  ]

Theses

[6] Karsten Schaefers. Cluster Analysis for Resource Demand Estimation. BachelorThesis, University of Würzburg, Am Hubland, Informatikgebäude, 97074 Würzburg, Germany, August 2017. [ bib | pdf  | slides  ]
[5] Maximilian Deffner. Runtime Prediction of Power Consumption for Server Reconfigurations. Master Thesis, University of Würzburg, Am Hubland, Informatikgebäude, 97074 Würzburg, Germany, May 2017. [ bib | pdf  | slides  ]
[4] Johannes Grohmann. Reliable Resource Demand Estimation. Master Thesis, University of Würzburg, Am Hubland, Informatikgebäude, 97074 Würzburg, Germany, October 2016. [ bib | abstract  | pdf  | slides  ]
[3] André Bauer. Design and Evaluation of a Proactive, Application-Aware Elasticity Mechanism. Master Thesis, University of Würzburg, Am Hubland, Informatikgebäude, 97074 Würzburg, Germany, Septembter 2016. [ bib | abstract  | pdf  | slides  ]
[2] Nikolas Roman Herbst. Workload Classification and Forecasting. Diploma Thesis, Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131 Karlsruhe, Germany, 2012. Forschungszentrum Informatik (FZI) Prize "Best Diploma Thesis". [ bib | abstract  | pdf  ]
[1] Simon Spinner. Evaluating Approaches to Resource Demand Estimation. Master's thesis, Karlsruhe Institute of Technology (KIT), Am Fasanengarten 5, 76131 Karlsruhe, Germany, 7 2011. Best Graduate Award from the Faculty of Informatics. [ bib | abstract  | pdf  ]