Publikationen

@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{Thill2017c,

title = {Anomaly Detection in Time Series with Discrete Wavelet Transforms and Maximum Likelihood Estimation},

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

editor = {Frank Hoffmann and Eyke Hüllermeier},

url = {https://publikationen.bibliothek.kit.edu/1000074341},

year  = {2017},

date = {2017-11-01},

booktitle = {Proceedings 27. Workshop Computational Intelligence},

pages = {67-71},

publisher = {Universitätsverlag Karlsruhe},

keywords = {anomaly detection, DWT, time series},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill17b-ITISE,

title = {Time Series Anomaly Detection with Discrete Wavelet Transforms and Maximum Likelihood Estimation},

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

editor = {Olga Valenzuela and Ignacio Rojas and others},

url = {http://www.gm.fh-koeln.de/ciopwebpub/Thill17b.d/Thill17b-ITISE.pdf},

year  = {2017},

date = {2017-07-01},

booktitle = {International Work-Conference on Time Series (ITISE2017)},

keywords = {anomaly detection, DWT, time series},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill17a-SORAD,

title = {Online anomaly detection on the Webscope S5 dataset: A comparative study},

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

url = {http://www.gm.fh-koeln.de/ciopwebpub/Thill17a.d/Thill17a-SORAD.pdf},

year  = {2017},

date = {2017-01-01},

booktitle = {IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS 2017)},

pages = {1},

organization = {Springer},

keywords = {anomaly detection, time series},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Koch10a,

title = {Gesture Recognition on Few Training Data using Slow Feature Analysis and Parametric Bootstrap},

author = { Patrick Koch and Wolfgang Konen and Kristine Hein},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/WCCI-10_wii-gesture.pdf},

year  = {2010},

date = {2010-01-01},

booktitle = {2010 International Joint Conference on Neural Networks},

keywords = {gesture, SFA, SOMA, time series},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{KonK10a,

title = {How slow is slow? SFA detects signals that are slower than the driving force},

author = { Wolfgang Konen and Patrick Koch},

editor = {Filipic, Bogdan and Silc, Juri},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/BIOMA10-howslow.pdf},

year  = {2010},

date = {2010-01-01},

booktitle = {Proc. 4th Int. Conf. on Bioinspired Optimization Methods and their Applications, BIOMA, Ljubljana, Slovenia},

keywords = {SFA, SOMA, time series},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Enge07,

title = {Adaptive Hierarchical Forecasting},

author = { Christoph Engels and Wolfgang Konen},

url = {http://www.gm.fh-koeln.de/~konen/Publikationen/engels-konen-AHF-idaacs2007.pdf},

year  = {2007},

date = {2007-01-01},

booktitle = {IEEE Fourth International Workshop on Intelligent Data Acquisition and Advanced Computing Systems (IDAACS'2007)},

keywords = {Dato Minint, time series},

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}

}

@inproceedings{Thill2017c,

title = {Anomaly Detection in Time Series with Discrete Wavelet Transforms and Maximum Likelihood Estimation},

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

editor = {Frank Hoffmann and Eyke Hüllermeier},

url = {https://publikationen.bibliothek.kit.edu/1000074341},

year  = {2017},

date = {2017-11-01},

booktitle = {Proceedings 27. Workshop Computational Intelligence},

pages = {67-71},

publisher = {Universitätsverlag Karlsruhe},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill17b-ITISE,

title = {Time Series Anomaly Detection with Discrete Wavelet Transforms and Maximum Likelihood Estimation},

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

editor = {Olga Valenzuela and Ignacio Rojas and others},

url = {http://www.gm.fh-koeln.de/ciopwebpub/Thill17b.d/Thill17b-ITISE.pdf},

year  = {2017},

date = {2017-07-01},

booktitle = {International Work-Conference on Time Series (ITISE2017)},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{Thill17a-SORAD,

title = {Online anomaly detection on the Webscope S5 dataset: A comparative study},

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

url = {http://www.gm.fh-koeln.de/ciopwebpub/Thill17a.d/Thill17a-SORAD.pdf},

year  = {2017},

date = {2017-01-01},

booktitle = {IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS 2017)},

pages = {1},

organization = {Springer},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}