Publications

@inproceedings{will2022ruya,

title = {Ruya: Memory-Aware Iterative Optimization of Cluster Configurations for Big Data Processing},

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

url = {https://arxiv.org/pdf/2211.04240.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{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{will2022memory,

title = {Get Your Memory Right: The Crispy Resource Allocation Assistant for Large-Scale Data Processing},

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

url = {https://arxiv.org/pdf/2206.13852.pdf},

year  = {2022},

date = {2022-12-15},

urldate = {2022-12-15},

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

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{vu2022outcome,

title = {Outcome-Preserving Input Reduction for Scientific Data Analysis Workflows},

author = {Anh Duc Vu and Timo Kehrer and Christos Tsigkanos},

year  = {2022},

date = {2022-10-13},

urldate = {2022-10-13},

keywords = {},

pubstate = {forthcoming},

tppubtype = {inproceedings}

}

@inproceedings{baderReshi2022IPCCC,

title = {Reshi: Recommending Resources for Scientific Workflow Tasks on Heterogeneous Infrastructures},

author = {Jonathan Bader and Fabian Lehmann and Alexander Groth and Lauritz Thamsen and Dominik Scheinert and Jonathan Will and Ulf Leser and Odej Kao},

url = {https://ieeexplore.ieee.org/document/9894299},

doi = {https://doi.org/10.1109/IPCCC55026.2022.9894299},

year  = {2022},

date = {2022-10-12},

urldate = {2022-01-01},

booktitle = {41th International Performance Computing and Communications Conference 2022},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nokey,

title = {Data augmentation via partial nonlinear registration for brain-age prediction},

author = {Marc-Andre Schulz and Alexander Koch and Vanessa Emanuela Guarino and Dagmar Kainmueller and Kerstin Ritter},

year  = {2022},

date = {2022-10-06},

urldate = {2022-10-06},

booktitle = {Machine Learning in Clinical Neuroimaging, Lecture Notes in Computer Science},

volume = {13596},

series = {Lecture Notes in Computer Science},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{baderLotaruLocallyEstimating2022,

title = {Lotaru: Locally Estimating Runtimes of Scientific Workflow Tasks in Heterogeneous Clusters},

author = {Jonathan Bader and Fabian Lehmann and Lauritz Thamsen and Jonathan Will and Ulf Leser and Odej Kao},

url = {https://dl.acm.org/doi/abs/10.1145/3538712.3538739},

doi = {10.1145/3538712.3538739},

year  = {2022},

date = {2022-08-23},

urldate = {2022-08-23},

booktitle = {34th International Conference on Scientific and Statistical Database Management (SSDBM 2022)},

pages = {1–12},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}