S1: Testbeds and Repositories

@inproceedings{scheinert2022PeronaRI,

title = {Perona: Robust Infrastructure Fingerprinting for Resource-Efficient Big Data Analytics},

author = {Dominik Scheinert and Soeren Becker and Jonathan Bader and Lauritz Thamsen and Jonathan Will and Odej Kao},

url = {https://arxiv.org/pdf/2211.08227.pdf},

year  = {2022},

date = {2022-12-20},

urldate = {2022-12-20},

booktitle = {2022 IEEE International Conference on Big Data (IEEE BigData 2022)},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{bader2022RL,

title = {Leveraging Reinforcement Learning for Task Resource Allocation in Scientific Workflows},

author = {Jonathan Bader and Nicolas Zunker and Soeren Becker and Odej Kao},

url = {https://arxiv.org/pdf/2211.12076.pdf},

year  = {2022},

date = {2022-12-20},

urldate = {2022-12-20},

booktitle = {2022 IEEE International Conference on Big Data (IEEE BigData 2022)},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{bader2022towards,

title = {Towards Advanced Monitoring for Scientific Workflows},

author = {Jonathan Bader and Joel Witzke and Soeren Becker and Ansgar Lößer and Fabian Lehmann and Leon Doehler and Anh Duc Vu and Odej Kao},

url = {https://arxiv.org/pdf/2211.12744.pdf},

year  = {2022},

date = {2022-12-20},

urldate = {2022-12-20},

booktitle = {2022 IEEE International Conference on Big Data (IEEE BigData 2022)},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nokey,

title = {Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things},

author = {Soeren Becker and Kevin Styp-Rekowski and Oliver Vincent Leon Stoll and Odej Kao},

url = {https://arxiv.org/abs/2211.07619},

year  = {2022},

date = {2022-12-20},

urldate = {2022-12-20},

booktitle = {2022 IEEE International Conference on Big Data (IEEE BigData 2022)},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{scheinert2022AdaptiveMonitoring,

title = {Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments},

author = {Dominik Scheinert and Babak Sistani Zadeh Aghdam and Soeren Becker and Odej Kao and Lauritz Thamsen},

url = {https://arxiv.org/pdf/2211.13729.pdf},

year  = {2022},

date = {2022-12-20},

urldate = {2022-12-20},

booktitle = {2022 IEEE International Conference on Big Data (IEEE BigData 2022)},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{baderStypRekowski2022ICDMW,

title = {Macaw: The Machine Learning Magnetometer Calibration Workflow},

author = {Jonathan Bader and Kevin Styp-Rekowski and Leon Doehler and Soeren Becker and Odej Kao},

url = {https://arxiv.org/abs/2210.08897},

year  = {2022},

date = {2022-12-01},

urldate = {2022-01-01},

booktitle = {2022 International Conference on Data Mining Workshops (ICDMW)},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ic2e/BeckerPJBK22,

title = {Network Emulation in Large-Scale Virtual Edge Testbeds: A Note of  Caution and the Way Forward},

author = {Soeren Becker and Tobias Pfandzelter and Nils Japke and David Bermbach and Odej Kao},

url = {https://doi.org/10.1109/IC2E55432.2022.00007},

doi = {10.1109/IC2E55432.2022.00007},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {IEEE International Conference on Cloud Engineering, IC2E 2022, 

 Pacific Grove, CA, USA, September 26-30, 2022},

pages = {1--7},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Lehmann2021FORCEON,

title = {FORCE on Nextflow: Scalable Analysis of Earth Observation Data on Commodity Clusters},

author = {Fabian Lehmann and David Frantz and Soeren Becker and Ulf Leser and Patrick Hostert},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

booktitle = {CIKM Workshops},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}