Find below publications related to the RG Predictive Data Analytics Working Group.

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Affiliated Publications

In the following, we list a selection of relevant publications by members of the Predictive Data Analytics Working Group

Libra: A Benchmark for Time Series Forecasting Methods. Bauer, André; Züfle, Marwin; Eismann, Simon; Grohmann, Johannes; Herbst, Nikolas; Kounev, Samuel; in Proceedings of the 12th ACM/SPEC International Conference on Performance Engineering (ICPE) (2021).

Leznik, M., Michalsky, P., Willis, P., Schanzel, B., Östberg, P. O., & Domaschka, J. (2021, April). Multivariate Time Series Synthesis Using Generative Adversarial Networks. In Proceedings of the ACM/SPEC International Conference on Performance Engineering (pp. 43-50).

Le Duc, T., Leznik, M., Domaschka, J., & Östberg, P. O. (2020, April). Workload diffusion modeling for distributed applications in fog/edge computing environments. In Proceedings of the ACM/SPEC International Conference on Performance Engineering (pp. 218-229).

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).

Iqbal, M. S., Krishna, R., Javidian, M. A., Ray, B., & Jamshidi, P. CADET: A Systematic Method For Debugging Misconfigurations using Counterfactual Reasoning.

Erb, B., Meißner, D., Kargl, F., Steer, B.A., Cuadrado, F., Margan, D. and Pietzuch, P. 2018. Graphtides: A Framework for Evaluating Stream-Based Graph Processing Platforms. Proceedings of the 1st ACM SIGMOD Joint International Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA) (Houston, Texas, 2018).

Meißner, D., Erb, B. and Kargl, F. 2018. Performance Engineering in Distributed Event-sourced Systems. Proceedings of the 12th ACM International Conference on Distributed and Event-based Systems (New York, NY, USA, 2018), 242–245.