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Intern
Chair of Computer Science II - Software Engineering

Publications

Journal and Magazine Articles

  • Time Series Forecasting f... - Download
    Time Series Forecasting for Self-Aware Systems. Bauer, André; Züfle, Marwin; Herbst, Nikolas; Zehe, Albin; Hotho, Andreas; Kounev, Samuel; in Proceedings of the IEEE (2020). 108(7) 1068 - 1093.
     
  • The SPEC-RG Reference Arc... - Download
    The SPEC-RG Reference Architecture for FaaS: From Microservices and Containers to Serverless Platforms. van Eyk, Erwin; Grohmann, Johannes; Eismann, Simon; Bauer, André; Versluis, Laurens; Toader, Lucian; Schmitt, Norbert; Herbst, Nikolas; Abad, Cristina L.; Iosup, Alexandru; in IEEE Internet Computing (2019). 23(6) 7-18. IEEE.
     
  • Methodological Principles for Reproducible Performance Evaluation in Cloud Computing. Papadopoulos, Alessandro Vittorio; Versluis, Laurens; Bauer, André; Herbst, Nikolas; von Kistowski, Jóakim; Ali-Eldin, Ahmed; Abad, Cristina; Amaral, J. Nelson; Tuma, Petr; Iosup, Alexandru; in IEEE Transactions on Software Engineering (2019). 1-1.
     
  • Modeling of Aggregated Io... - Download
    Modeling of Aggregated IoT Traffic and Its Application to an IoT Cloud. Metzger, Florian; Hoßfeld, Tobias; Bauer, André; Kounev, Samuel; Heegaard, Poul. E.; in Proceedings of the IEEE (2019). 107(4) 679-694.
     
  • Chameleon: A Hybrid, Proa... - Download
    Chameleon: A Hybrid, Proactive Auto-Scaling Mechanism on a Level-Playing Field. Bauer, André; Herbst, Nikolas; Spinner, Simon; Ali-Eldin, Ahmed; Kounev, Samuel; in IEEE Transactions on Parallel and Distributed Systems (2019). 30(4) 800--813. IEEE.
     
  • Quantifying Cloud Perform... - Download
    Quantifying Cloud Performance and Dependability: Taxonomy, Metric Design, and Emerging Challenges. Herbst, Nikolas; Bauer, André; Kounev, Samuel; Oikonomou, Giorgos; van Eyk, Erwin; Kousiouris, George; Evangelinou, Athanasia; Krebs, Rouven; Brecht, Tim; Abad, Cristina L.; Iosup, Alexandru; in ACM Transactions on Modeling and Performance Evaluation of Computing Systems (ToMPECS) (2018). 3(4) 19:1--19:36. ACM, New York, NY, USA.
     
  • An Experimental Performan... - Download
    An Experimental Performance Evaluation of Autoscalers for Complex Workflows. Ilyushkin, Alexey; Ali-Eldin, Ahmed; Herbst, Nikolas; Bauer, André; Papadopoulos, Alessandro V.; Epema, Dick; Iosup, Alexandru; in ACM Transactions on Modeling and Performance Evaluation of Computing Systems (ToMPECS) (2018). 3(2) 8:1--8:32. ACM, New York, NY, USA.
     

Book Chapters

  • Challenges and Approaches... - Download
    Challenges and Approaches: Forecasting for Autonomic Computing. Bauer, André; in Organic Computing: Doctoral Dissertation Colloquium 2018, S. Tomforde, Sick, B. (eds.) (2019). kassel university press GmbH.
     

Full Papers

  • Online Power Consumption ... - Download
    Online Power Consumption Estimation for Functions in Cloud Applications. Schmitt, Norbert; Iffländer, Lukas; Bauer, André; Kounev, Samuel; in Proceedings of the 16th IEEE International Conference on Autonomic Computing (ICAC) (2019). IEEE.
     
  • Autonomic Forecasting Met... - Download
    Autonomic Forecasting Method Selection: Examination and Ways Ahead. Züfle, Marwin; Bauer, André; Lesch, Veronika; Krupitzer, Christian; Herbst, Nikolas; Kounev, Samuel; Curtef, Valentin; in Proceedings of the 16th IEEE International Conference on Autonomic Computing (ICAC) (2019). IEEE.
     
  • Kaa: Evaluating Elasticit... - Download
    Kaa: Evaluating Elasticity of Cloud-hosted DBMS. Seybold, Daniel; Volpert, Simon; Wesner, Stefan; Bauer, André; Herbst, Nikolas; Domaschka, Jörg; in Proceedings of the 11th IEEE International Conference on Cloud Computing (CloudCom) (2019).
     
  • Chamulteon: Coordinated A... - Download
    Chamulteon: Coordinated Auto-Scaling of Micro-Services. Bauer, André; Lesch, Veronika; Versluis, Laurens; Ilyushkin, Alexey; Herbst, Nikolas; Kounev, Samuel; in Proceedings of the 39th IEEE International Conference on Distributed Computing Systems (ICDCS) (2019).
     
  • FOX: Cost-Awareness for A... - Download
    FOX: Cost-Awareness for Autonomic Resource Management in Public Clouds. Lesch, Veronika; Bauer, André; Herbst, Nikolas; Kounev, Samuel; in Proceedings of the 9th ACM/SPEC International Conference on Performance Engineering (ICPE 2018) (2018). ACM, New York, NY, USA.
    Full Paper Acceptance Ratio: 23,7%
     
  • TeaStore: A Micro-Service... - Download
    TeaStore: A Micro-Service Reference Application for Benchmarking, Modeling and Resource Management Research. von Kistowski, Jóakim; Eismann, Simon; Schmitt, Norbert; Bauer, André; Grohmann, Johannes; Kounev, Samuel; in Proceedings of the 26th IEEE International Symposium on the Modelling, Analysis, and Simulation of Computer and Telecommunication Systems (2018). 223--236.
    Acceptance Rate: 29.5% (23/78)
     
  • On the Value of Service D... - Download
    On the Value of Service Demand Estimation for Auto-Scaling. Bauer, André; Grohmann, Johannes; Herbst, Nikolas; Kounev, Samuel; in Proceedings of 19th International GI/ITG Conference on Measurement, Modelling and Evaluation of Computing Systems (MMB 2018) (2018). Springer.
     

Short Papers

  • Telescope: An Automatic F... - Download
    Telescope: An Automatic Feature Extraction and Transformation Approach for Time Series Forecasting on a Level-Playing Field. Bauer, André; Züfle, Marwin; Herbst, Nikolas; Kounev, Samuel; Curtef, Valentin; in Proceedings of the 36th International Conference on Data Engineering (ICDE) (2020).
     
  • An Automated Forecasting ... - Download
    An Automated Forecasting Framework based on Method Recommendation for Seasonal Time Series. Bauer, André; Züfle, Marwin; Grohmann, Johannes; Schmitt, Norbert; Herbst, Nikolas; Kounev, Samuel; in Proceedings of the 11th ACM/SPEC International Conference on Performance Engineering (ICPE 2020) (2020). ACM, New York, NY, USA.
     

Workshop Papers

  • Utilizing Clustering to O... - Download
    Utilizing Clustering to Optimize Resource Demand Estimation Approaches. Grohmann, Johannes; Eismann, Simon; Bauer, Andre; Zuefle, Marwin; Herbst, Nikolas; Kounev, Samuel; in 2019 IEEE 4th International Workshops on Foundations and Applications of Self* Systems (FAS*W) (2019). 134-139.
     
  • Systematic Search for Opt... - Download
    Systematic Search for Optimal Resource Configurations of Distributed Applications. Bauer, André; Eismann, Simon; Grohmann, Johannes; Herbst, Nikolas; Kounev, Samuel; in Proceedings of Workshop on Evaluations and Measurements in Self-Aware Computing Systems as part of FAS*(IEEE ICAC/SASO) conferences companion (2019).
     

Extended Abstracts

  • Methodological Principles... - Download
    Methodological Principles for Reproducible Performance Evaluation in Cloud Computing. Papadopoulos, Alessandro Vittorio; Versluis, Laurens; Bauer, André; Herbst, Nikolas; von Kistowski, Jóakim; Ali-Eldin, Ahmed; Abad, Cristina L.; Amaral, José Nelson; Tuma, Petr; Iosup, Alexandru; in Software Engineering 2020, Fachtagung des GI-Fachbereichs Softwaretechnik, 24.-28. Februar 2020, Innsbruck, Austria, M. Felderer, Hasselbring, W., Rabiser, R., Jung, R. (eds.) (2020). (Vol. P-300) 93--94. Gesellschaft für Informatik e.V.
     
  • Telescope: A Hybrid Forec... - Download
    Telescope: A Hybrid Forecast Method for Univariate Time Series. Züfle, Marwin; Bauer, André; Herbst, Nikolas; Curtef, Valentin; Kounev, Samuel; in Proceedings of the International work-conference on Time Series (ITISE 2017) (2017).
     

Poster Papers

  • TeaStore: A Micro-Service... - Download
    TeaStore: A Micro-Service Reference Application for Cloud Researchers. Eismann, Simon; v. Kistowski, Jóakim; Grohmann, Johannes; Bauer, André; Schmitt, Norbert; Herbst, Nikolas; Kounev, Samuel; in Proceedings of 2018 IEEE/ACM International Conference on Utility and Cloud Computing Companion (UCC Companion) (2018). 11-12.
     

Tutorial Papers

  • Best Practices for Time S... - Download
    Best Practices for Time Series Forecasting. Bauer, André; Züfle, Marwin; Herbst, Nikolas; Kounev, Samuel; in 2019 IEEE 4th International Workshops on Foundations and Applications of Self* Systems (FAS*W) (2019).
     
  • Design and Evaluation of ... - Download
    Design and Evaluation of a Proactive, Application-Aware Auto-Scaler. Bauer, André; Herbst, Nikolas; Kounev, Samuel; in Proceedings of the 8th ACM/SPEC International Conference on Performance Engineering (ICPE 2017) (2017).
     

Techreports

  • Performance-feedback auto... - Download
    Performance-feedback autoscaling with budget constraints for cloud-based workloads of workflows. Ilyushkin, Alexey; Bauer, André; Papadopoulos, Alessandro V; Deelman, Ewa; Iosup, Alexandru; in arXiv preprint arXiv:1905.10270 (2019).
     
  • Methodological Principles for Reproducible Performance Evaluation in Cloud Computing - A SPEC Research Technical Report. (SPEC-RG-2019-04), Papadopoulos, Alessandro Vittorio; Versluis, Laurens; Bauer, André; Herbst, Nikolas; von Kistowski, Jóakim; Ali-Eldin, Ahmed; Abad, Cristina; Amaral, J. Nelson; Tuma, Petr; Iosup, Alexandru; (2019). SPEC Research Group --- Cloud Working Group, Standard Performance Evaluation Corporation (SPEC).
     

Newsletter

  • SPEC Research Group Newsl... - Download
    SPEC Research Group Newsletter, vol. 3 no. 1. Kounev, Samuel; van Hoorn, Andre; Bauer, André; Herbst, Nikolas; (2020).
    Published by Standard Performance Evaluation Corporation (SPEC)
     
  • SPEC Research Group Newsl... - Download
    SPEC Research Group Newsletter, vol. 2 no. 4. Kounev, Samuel; van Hoorn, Andre; Bauer, André; Herbst, Nikolas; (2019).
    Published by Standard Performance Evaluation Corporation (SPEC)
     
  • SPEC Research Group Newsl... - Download
    SPEC Research Group Newsletter, vol. 2 no. 3. Kounev, Samuel; van Hoorn, Andre; Herbst, Nikolas; Bauer, André; (2018).
    Published by Standard Performance Evaluation Corporation (SPEC)
     
  • SPEC Research Group Newsl... - Download
    SPEC Research Group Newsletter, vol. 2 no. 2. Kounev, Samuel; van Hoorn, Andre; Rygielski, Piotr; Herbst, Nikolas; Bauer, André; (2017).
    Published by Standard Performance Evaluation Corporation (SPEC)
     

Talks

  • Chameleon: A Hybrid, Proa... - Download
    Chameleon: A Hybrid, Proactive Auto-Scaling Mechanism on a Level-Playing Field. Bauer, André; (2019).
     
  • Extending BUNGEE Elastici... - Download
    Extending BUNGEE Elasticity Benchmark for Multi-Tier Cloud Applications. Bauer, André; (2018).
     
  • Design and Evaluation of ... - Download
    Design and Evaluation of a Proactive, Application-Aware Elasticity Mechanism. Bauer, André; (2016).
     
  • Chameleon: Design and Evaluation of a Proactive, Application-Aware Elasticity Mechanism. Bauer, André; (2016).