Publications

@inproceedings{Engelhardt2022,

title = {Sample-based Rule Extraction for Explainable Reinforcement Learning},

author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},

url = {https://www.gm.fh-koeln.de/ciopwebpub/Engelh22a.d/Engelh22a.pdf},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {8th International Conference on machine Learning, Optimization, and Data Science (LOD2022)},

keywords = {decision trees, deep learning, explainable AI, reinforcement learning, RL3},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{engelh21,

title = {Shedding light into the black box of reinforcement learning - extended abstract},

author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},

editor = {Barbara Hammer and Malte Schilling and Laurenz Wiskott},

url = {https://dataninja.nrw/wp-content/uploads/2021/09/1_Engelhardt_SheddingLight_Abstract.pdf},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

booktitle = {Workshop on Trustworthy AI in the Wild (at: KI 2021 - German Conf. on AI)},

keywords = {decision trees, deep learning, explainable AI, reinforcement learning, RL3},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill20a,

title = {Time Series Encodings with Temporal Convolutional Networks},

author = {Markus Thill and Wolfgang Konen and Thomas Bäck},

editor = {Massimiliano Vasile and Bogdan Filipic },

url = {http://www.gm.fh-koeln.de/ciopwebpub/Thill20a.d/bioma2020-tcn.pdf},

year  = {2020},

date = {2020-01-01},

booktitle = {9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)},

address = {Bruxelles. Video (15 min) available at https://youtu.be/PjI4fpcTGFY},

keywords = {anomaly detection, deep learning, TCN, time series},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill2019a,

title = {Anomaly Detection in Electrocardiogram Readings with Stacked LSTM Networks},

author = {Markus Thill and Sina Däubner and Wolfgang Konen and Thomas Bäck},

editor = {Petra Barancíková and Martin Holena and others},

url = {http://ceur-ws.org/Vol-2473},

year  = {2019},

date = {2019-01-01},

booktitle = {Proc. 19th Conference Information Technologies - Applications 

 and Theory (ITAT 2019)},

volume = {2473},

series = {CEUR Workshop Proceedings},

note = {Best Paper Award},

keywords = {anomaly detection, deep learning, learning, LSTM, time series},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Engelhardt2022,

title = {Sample-based Rule Extraction for Explainable Reinforcement Learning},

author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},

url = {https://www.gm.fh-koeln.de/ciopwebpub/Engelh22a.d/Engelh22a.pdf},

year  = {2022},

date = {2022-01-01},

urldate = {2022-01-01},

booktitle = {8th International Conference on machine Learning, Optimization, and Data Science (LOD2022)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{engelh21,

title = {Shedding light into the black box of reinforcement learning - extended abstract},

author = {Raphael C. Engelhardt and Moritz Lange and Laurenz Wiskott and Wolfgang Konen},

editor = {Barbara Hammer and Malte Schilling and Laurenz Wiskott},

url = {https://dataninja.nrw/wp-content/uploads/2021/09/1_Engelhardt_SheddingLight_Abstract.pdf},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

booktitle = {Workshop on Trustworthy AI in the Wild (at: KI 2021 - German Conf. on AI)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill20a,

title = {Time Series Encodings with Temporal Convolutional Networks},

author = {Markus Thill and Wolfgang Konen and Thomas Bäck},

editor = {Massimiliano Vasile and Bogdan Filipic },

url = {http://www.gm.fh-koeln.de/ciopwebpub/Thill20a.d/bioma2020-tcn.pdf},

year  = {2020},

date = {2020-01-01},

booktitle = {9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)},

address = {Bruxelles. Video (15 min) available at https://youtu.be/PjI4fpcTGFY},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill2019a,

title = {Anomaly Detection in Electrocardiogram Readings with Stacked LSTM Networks},

author = {Markus Thill and Sina Däubner and Wolfgang Konen and Thomas Bäck},

editor = {Petra Barancíková and Martin Holena and others},

url = {http://ceur-ws.org/Vol-2473},

year  = {2019},

date = {2019-01-01},

booktitle = {Proc. 19th Conference Information Technologies - Applications 

 and Theory (ITAT 2019)},

volume = {2473},

series = {CEUR Workshop Proceedings},

note = {Best Paper Award},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}