Publications

@inproceedings{SchlakeHBB22,

title = {Evaluating the Lottery Ticket Hypothesis to Sparsify Neural Networks for Time Series Classification},

author = {Georg Stefan Schlake and Jan David Hüwel and Fabian Berns and Christian Beecks},

url = {https://doi.org/10.1109/ICDEW55742.2022.00015},

doi = {10.1109/ICDEW55742.2022.00015},

year  = {2022},

date = {2022-05-09},

urldate = {2022-05-09},

booktitle = {IEEE International Conference on Data Engineering (ICDE) Workshops, Kuala Lumpur, Malaysia, May 9, 2022},

pages = {70-73},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{bernsLOGICProbabilisticMachine2021,

title = {LOGIC: Probabilistic Machine Learning for Time Series Classification},

author = {Fabian Berns and Jan David Hüwel and Christian Beecks},

doi = {10.1109/ICDM51629.2021.00113},

isbn = {978-1-66542-398-4},

year  = {2021},

date = {2021-12-01},

urldate = {2021-12-01},

booktitle = {2021 IEEE International Conference on Data Mining (ICDM)},

pages = {1000--1005},

publisher = {IEEE},

address = {Auckland, New Zealand},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Alvarez-Napagao2021,

title = {knowlEdge Project -- Concept, Methodology and Innovations for Artificial Intelligence in Industry 4.0},

author = {Sergio Alvarez-Napagao and Boki Ashmore and Marta Barroso and Cristian Barrué and Christian Beecks and Fabian Berns and Ilaria Bosi and Sisay Adugna Chala and Nicola Ciulli and Marta Garcia-Gasulla and Alexander Grass and Dimosthenis Ioannidis and Natalia Jakubiak and Karl Köpke and Ville Lämsä and Pedro Megias and Alexandros Nizamis and Claudio Pastrone and Rosaria Rossini and Miquel Sànchez-Marrè and Luca Ziliotti},

url = {https://ieeexplore.ieee.org/document/9557410},

doi = {10.1109/INDIN45523.2021.9557410},

year  = {2021},

date = {2021-10-11},

booktitle = {IEEE 19th International Conference on Industrial Informatics (INDIN)},

pages = {1-7},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/ssdbm/BernsSB21,

title = {Local Gaussian Process Model Inference Classification for Time Series 

 Data},

author = {Fabian Berns and Joschka Hannes Strueber and Christian Beecks},

editor = {Qiang Zhu and Xingquan Zhu and Yicheng Tu and Zichen Xu and Anand Kumar},

url = {https://doi.org/10.1145/3468791.3468839},

doi = {10.1145/3468791.3468839},

year  = {2021},

date = {2021-01-01},

booktitle = {SSDBM 2021: 33rd International Conference on Scientific and Statistical 

 Database Management, Tampa, FL, USA, July 6-7, 2021},

pages = {209--213},

publisher = {ACM},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{DBLP:conf/bigdataconf/HuwelBB21,

title = {Automated Kernel Search for Gaussian Processes on Data Streams},

author = {Jan David Hüwel and Fabian Berns and Christian Beecks},

url = {https://doi.org/10.1109/BigData52589.2021.9671767},

doi = {10.1109/BigData52589.2021.9671767},

year  = {2021},

date = {2021-01-01},

booktitle = {2021 IEEE International Conference on Big Data (Big Data), Orlando, 

 FL, USA, December 15-18, 2021},

pages = {3584--3588},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}