Publications | Dr. Jens Brunk | Department of Information Systems

2022

Research article (book contribution)

Niemann, M., Assenmacher, D., Brunk, J., Riehle, D. M., Becker, J., & Trautmann, H. (2022). (Semi-)Automatische Kommentarmoderation zur Erhaltung Konstruktiver Diskurse. In Weitzel, G., & Mündges, S. (Eds.), Hate Speech — Definitionen, Ausprägungen, Lösungen (pp. 249–274). Wiesbaden: VS Verlag für Sozialwissenschaften.
More details BibTeX Full text DOI

@incollection{NiemannABRBT2022SemiAutomatische,
  author = {Marco Niemann and Dennis Assenmacher and Jens Brunk and Dennis Maximilian Riehle and Jörg Becker and Heike Trautmann},
  title = {(Semi-)Automatische Kommentarmoderation zur Erhaltung Konstruktiver Diskurse},
  booktitle = {Hate Speech --- Definitionen, Ausprägungen, Lösungen},
  pages = {249--274},
  editor = {Gerrit Weitzel and Stephan Mündges},
  year = {2022},
  publisher = {VS Verlag für Sozialwissenschaften},
  address = {Wiesbaden},
  isbn = {978-3-658-35658-3},
  doi = {10.1007/978-3-658-35658-3_13},
  url = {https://link.springer.com/chapter/10.1007/978-3-658-35658-3_13#citeas},
  note = {Publication status: Published}
}

2021

Research article in proceedings (conference)

Stierle, M., Brunk, J., Weinzierl, S., Zilker, S., Matzner, M., & Becker, J. (2021). Bringing Light Into the Darkness — A Systematic Literature Review on Explainable Predictive Business Process Monitoring Techniques. In Proceedings of the European Conference on Information Systems 2021, Marrackech, Morocco.
More details BibTeX

@inproceedings{StierleBWZMB2021BringingLight,
  author = {Matthias Stierle and Jens Brunk and Sven Weinzierl and Sandra Zilker and Martin Matzner and Jörg Becker},
  title = {Bringing Light Into the Darkness --- A Systematic Literature Review on Explainable Predictive Business Process Monitoring Techniques},
  booktitle = {Proceedings of the European Conference on Information Systems 2021},
  year = {2021},
  address = {Marrackech, Morocco},
  note = {Publication status: Published}
}

Wolf, F., Brunk, J., & Becker, J. (2021). A Framework of Business Process Monitoring and Prediction Techniques. In Proceedings of the International Conference on Wirtschaftsinformatik 2021, Duisburg-Essen, Germany.
More details BibTeX Full text

@inproceedings{WolfBB2021AFramework,
  author = {Frederik Wolf and Jens Brunk and Jörg Becker},
  title = {A Framework of Business Process Monitoring and Prediction Techniques},
  booktitle = {Proceedings of the International Conference on Wirtschaftsinformatik 2021},
  year = {2021},
  address = {Duisburg-Essen, Germany},
  url = {https://aisel.aisnet.org/wi2021/XStudent/Track03/2/},
  note = {Publication status: Published}
}

Research article (journal)

Brunk, J., Stierle, M., Papke, L., Revoredo, K., Matzner, M., & Becker, J. (2021). Cause vs. Effect in Context-Sensitive Prediction of Business Process Instances. Information Systems, 95(1).
More details BibTeX DOI

@article{BrunkSPRMB2021CauseVsEffect,
  author = {Jens Brunk and Matthias Stierle and Leon Papke and Kate Revoredo and Martin Matzner and Jörg Becker},
  title = {Cause vs. Effect in Context-Sensitive Prediction of Business Process Instances},
  journal = {Information Systems},
  year = {2021},
  volume = {95},
  number = {1},
  doi = {10.1016/j.is.2020.101635},
  note = {Publication status: Published}
}

Thesis (doctoral or post-doctoral)

Brunk, J. (2021). Prediction of Business Processes — Selection and Development of Interpretable Machine Learning-based Next Activity Prediction Techniques. at the Universität Münster.
More details BibTeX

@phdthesis{Brunk2021Prediction,
  author = {Jens Brunk},
  title = {Prediction of Business Processes --- Selection and Development of Interpretable Machine Learning-based Next Activity Prediction Techniques},
  school = {Universität Münster},
  year = {2021},
  note = {Publication status: Published}
}

2020

Research article in proceedings (conference)

Becker, J., Brunk, J., Ding, W., & Niemann, M. (2020). Conceptualization of an Integrated Procedure Model for Business Process Monitoring and Prediction. In Proceedings of the Conference on Business Informatics 2020, Antwerp, Belgium.
More details BibTeX

@inproceedings{BeckerBDN2020Conceptualization,
  author = {Jörg Becker and Jens Brunk and Wenying Ding and Marco Niemann},
  title = {Conceptualization of an Integrated Procedure Model for Business Process Monitoring and Prediction},
  booktitle = {Proceedings of the Conference on Business Informatics 2020},
  year = {2020},
  address = {Antwerp, Belgium},
  note = {Publication status: Published}
}

Brunk, J. (2020). Structuring Business Process Context Information for Process Monitoring and Prediction. In Proceedings of the Conference on Business Informatics 2020, Antwerp, Belgium.
More details BibTeX

@inproceedings{Brunk2020Structuring,
  author = {Jens Brunk},
  title = {Structuring Business Process Context Information for Process Monitoring and Prediction},
  booktitle = {Proceedings of the Conference on Business Informatics 2020},
  year = {2020},
  address = {Antwerp, Belgium},
  note = {Publication status: Published}
}

Brunk, J., Methner, C., Cordes, A.-K., Thiermann, S., & Goerke, T. (2020). Trace Clustering for an Online Freight Exchange at TIMOCOM. In Proceedings of the International Conference on Business Process Management 2020 — BPM Industry Forum, Sevilla, Spain.
More details BibTeX

@inproceedings{BrunkMCTG2020TraceClustering,
  author = {Jens Brunk and Caroline Methner and Ann-Kristin Cordes and Sven Thiermann and Tobias Goerke},
  title = {Trace Clustering for an Online Freight Exchange at TIMOCOM},
  booktitle = {Proceedings of the International Conference on Business Process Management 2020 --- BPM Industry Forum},
  year = {2020},
  address = {Sevilla, Spain},
  note = {Publication status: Published}
}

Jorgensen, M., Choi, M., Niemann, M., Brunk, J., & Becker, J. (2020). Multi-Class Detection of Abusive Language Using Automated Machine Learning. In Proceedings of the 15. Internationale Tagung Wirtschaftsinformatik (WI 2020), Potsdam, Germany.
More details BibTeX Full text DOI

@inproceedings{JorgensenCNBB2020MultiClass,
  author = {Mackenzie Jorgensen and Minho Choi and Marco Niemann and Jens Brunk and Jörg Becker},
  title = {Multi-Class Detection of Abusive Language Using Automated Machine Learning},
  booktitle = {Proceedings of the 15. Internationale Tagung Wirtschaftsinformatik (WI 2020)},
  year = {2020},
  address = {Potsdam, Germany},
  doi = {10.30844/wi_2020_r7-jorgensen},
  url = {https://library.gito.de/open-access-pdf/R7_Jorgensen-Multi-Class_Detection_of_Abusive_Language_Using_Automated_Machine_Learning-248_c.pdf},
  note = {Publication status: Published}
}

Niemann, M., Riehle, D. M., Brunk, J., & Becker, J. (2020). What is Abusive Language? — Integrating Different Views on Abusive Language for Machine Learning. In Grimme, C., Preuss, M., Takes, F., & Waldherr, A. (Eds.), Disinformation in Open Online Media — MISDOOM 2019 (pp. 59–73). Lecture Notes in Computer Science: Vol. 12021. Springer.
More details BibTeX DOI

@inproceedings{NiemannRBB2020WhatIsAbusive,
  author = {Marco Niemann and Dennis M Riehle and Jens Brunk and Jörg Becker},
  title = {What is Abusive Language? --- Integrating Different Views on Abusive Language for Machine Learning},
  booktitle = {Disinformation in Open Online Media --- MISDOOM 2019},
  pages = {59--73},
  series = {Lecture Notes in Computer Science},
  volume = {12021},
  editor = {C Grimme and M Preuss and F Takes and A Waldherr},
  year = {2020},
  publisher = {Springer},
  address = {Hamburg, Germany},
  isbn = {978-3-030-39626-8},
  doi = {10.1007/978-3-030-39627-5_6},
  note = {Publication status: Published}
}

Niemann, M., Welsing, J., Riehle, D. M., Brunk, J., Assenmacher, D., & Becker, J. (2020). Abusive Comments in Online Media and How to Fight Them: State of the Domain and a Call to Action. In Proceedings of the 2nd Multidisciplinary International Symposium on Disinformation in Open Online Media, Leiden, Netherlands, 122–137.
More details BibTeX Full text DOI

@inproceedings{NiemannWRBAB2020AbusiveComments,
  author = {Marco Niemann and Jens Welsing and Dennis M Riehle and Jens Brunk and Dennis Assenmacher and Jörg Becker},
  title = {Abusive Comments in Online Media and How to Fight Them: State of the Domain and a Call to Action},
  booktitle = {Proceedings of the 2$^{nd}$ Multidisciplinary International Symposium on Disinformation in Open Online Media},
  pages = {122--137},
  year = {2020},
  address = {Leiden, Netherlands},
  doi = {10.1007/978-3-030-61841-4_9},
  url = {https://link.springer.com/chapter/10.1007%2F978-3-030-61841-4_9},
  note = {Publication status: Published}
}

Riehle, D. M., Niemann, M., Brunk, J., Assenmacher, D., Trautmann, H., & Becker, J. (2020). Building an Integrated Comment Moderation System — Towards a Semi-Automatic Moderation tool. In Proceedings of the HCI International 2020, Copenhagen, Denmark.
More details BibTeX Full text DOI

@inproceedings{RiehleNBATB2020BuildingAn,
  author = {Dennis M. Riehle and Marco Niemann and Jens Brunk and Dennis Assenmacher and Heike Trautmann and Jörg Becker},
  title = {Building an Integrated Comment Moderation System --- Towards a Semi-Automatic Moderation tool},
  booktitle = {Proceedings of the HCI International 2020},
  year = {2020},
  address = {Copenhagen, Denmark},
  doi = {10.1007/978-3-030-49576-3_6},
  url = {https://link.springer.com/chapter/10.1007/978-3-030-49576-3_6},
  note = {Publication status: Published}
}

Weinzierl, S., Zilker, S., Brunk, J., Revoredo, K., Matzner, M., & Becker, J. (2020). XNAP: Making LSTM-based Next Activity Predictions Explainable by Using LRP. In Proceedings of the International Conference on Business Process Management 2020 — 4th International Workshop in Artificial Intelligence for Business Process Management, Sevilla, Spain.
More details BibTeX

@inproceedings{WeinzierlZBRMB2020XNAPMaking,
  author = {Sven Weinzierl and Sandra Zilker and Jens Brunk and Kate Revoredo and Martin Matzner and Jörg Becker},
  title = {XNAP: Making LSTM-based Next Activity Predictions Explainable by Using LRP},
  booktitle = {Proceedings of the International Conference on Business Process Management 2020 --- 4$^{th}$ International Workshop in Artificial Intelligence for Business Process Management},
  year = {2020},
  address = {Sevilla, Spain},
  note = {Publication status: Published}
}

Research article (journal)

Brunk, J., Stottmeister, J., Weinzierl, S., Matzner, M., & Becker, J. (2020). Exploring the Effect of Context Information on Deep Learning Business Process Predictions. Journal of Decision Systems, 2020(Special Issue IFIP DSS 2020).
More details BibTeX DOI

@article{BrunkSWMB2020ExploringThe,
  author = {Jens Brunk and Johannes Stottmeister and Sven Weinzierl and Martin Matzner and Jörg Becker},
  title = {Exploring the Effect of Context Information on Deep Learning Business Process Predictions},
  journal = {Journal of Decision Systems},
  year = {2020},
  volume = {2020},
  number = {Special Issue IFIP DSS 2020},
  doi = {10.1080/12460125.2020.1790183},
  note = {Publication status: Published}
}

2019

Research article in proceedings (conference)

Brunk, J., Mattern, J., & Riehle, D. M. (2019). Effect of Transparency and Trust on Acceptance of Automatic Online Comment Moderation Systems. In Proceedings of the Conference on Business Informatics (CBI2019), Moscow, Russia, 429–435.
More details BibTeX Full text DOI

@inproceedings{BrunkMR2019EffectOfTransparency,
  author = {Jens Brunk and Jana Mattern and Dennis M Riehle},
  title = {Effect of Transparency and Trust on Acceptance of Automatic Online Comment Moderation Systems},
  booktitle = {21$^{st}$ IEEE Conference on Business Informatics},
  pages = {429--435},
  editor = {Jörg Becker and Dmitriy Novikov},
  year = {2019},
  address = {Moscow, Russia},
  doi = {10.1109/CBI.2019.00056},
  url = {http://pub.dennisriehle.de/2019/07/Brunk%20et%20al%20-%20Effect%20of%20Transparency%20and%20Trust.pdf},
  note = {Publication status: Published}
}

Brunk, J., Niemann, M., & Riehle, D. M. (2019). Can Analytics as a Service Save the Online Discussion Culture? — The Case of Comment Moderation in the Media Industry. In Proceedings of the Conference on Business Informatics (CBI2019), Moscow, Russia, 472–481.
More details BibTeX Full text DOI

@inproceedings{BrunkNR2019CanAnalytics,
  author = {Jens Brunk and Marco Niemann and Dennis M Riehle},
  title = {Can Analytics as a Service Save the Online Discussion Culture? --- The Case of Comment Moderation in the Media Industry},
  booktitle = {21$^{st}$ IEEE Conference on Business Informatics},
  pages = {472--481},
  editor = {Jörg Becker and Dmitriy Novikov},
  year = {2019},
  address = {Moscow, Russia},
  doi = {10.1109/CBI.2019.00061},
  url = {http://pub.dennisriehle.de/2019/07/Brunk%20et%20al%20-%20Can%20Analytics%20Save%20$^{th}$e%20Media%20Industry.pdf},
  note = {Publication status: Published}
}

Abstract in Online-Sammlung (Konferenz)

Niemann, M., Riehle, D. M., Brunk, J., & Becker, J. (2019). What is Abusive Language? — Integrating Different Views on Abusive Language for Machine Learning. Poster session presented at the Multidisciplinary International Symposium on Disinformation in Open Online Media, Hamburg, Germany.
More details BibTeX

@misc{NiemannRBB2019WhatIsAbusive,
  author = {M Niemann and Dennis M Riehle and Jens Brunk and Jörg Becker},
  title = {What is Abusive Language? --- Integrating Different Views on Abusive Language for Machine Learning},
  year = {2019},
  note = {Publication status: Published}
}

2018

Research article in proceedings (conference)

Brunk, J., Revoredo, K., Stierle, M., Matzner, M., Delfmann, P., & Becker, J. (2018). Prediction of Business Process Instances with Dynamic Bayesian Networks. In Ceravolo, P., Gómez, L. M. T., & Van, K. M. (Eds.), Proceedings of the 8th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2018) (pp. 50–54). Sevilla, Spanien: CEUR Workshop Proceedings.
More details BibTeX Full text

@inproceedings{BrunkRSMDB2018Prediction,
  author = {Jens Brunk and Kate Revoredo and Matthias Stierle and Martin Matzner and Patrick Delfmann and Jörg Becker},
  title = {Prediction of Business Process Instances with Dynamic Bayesian Networks},
  booktitle = {Proceedings of the 8$^{th}$ International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2018)},
  pages = {50--54},
  volume = {2270},
  editor = {Paolo Ceravolo and López M. Teresa Gómez and Keulen Maurice Van},
  year = {2018},
  publisher = {CEUR Workshop Proceedings},
  address = {Sevilla, Spanien},
  issn = {1613-0073},
  url = {http://ceur-ws.org/Vol-2270/short1.pdf},
  note = {Publication status: Published}
}

Brunk, J., Riehle, D. M., & Delfmann, P. (2018). Prediction of Customer Movements in Large Tourism Industries by the Means of Process Mining. In Proceedings of the European Conference on Information Systems (ECIS 2018), Portsmouth, UK.
More details BibTeX Full text

@inproceedings{BrunkRD2018Prediction,
  author = {Jens Brunk and Dennis M Riehle and Patrick Delfmann},
  title = {Prediction of Customer Movements in Large Tourism Industries by the Means of Process Mining},
  booktitle = {Proceedings of the European Conference on Information Systems (ECIS 2018)},
  year = {2018},
  address = {Portsmouth, UK},
  url = {http://pub.dennisriehle.de/2018/06/Brunk%20et%20al.%20-%20Prediction%20of%20Customer%20Movements%20in%20Large%20Tourism%20Industries.pdf},
  note = {Publication status: Published}
}

2017

Research article in proceedings (conference)

Riehle, D. M., Höhenberger, S., Brunk, J., Delfmann, P., & Becker, J. (2017). [εm] — Process Analysis using a Meta Modeling Tool. In Proceedings of the Conceptual Modeling Demos (ER Demos 2017), Valencia, Spain, 334–337.
More details BibTeX Full text

@inproceedings{RiehleHBDB2017MProcess,
  author = {Dennis M Riehle and Steffen Höhenberger and Jens Brunk and Patrick Delfmann and Jörg Becker},
  title = {[εm] --- Process Analysis using a Meta Modeling Tool},
  booktitle = {Proceedings of the ER Forum 2017 and the ER 2017 Demo Track},
  pages = {334--337},
  series = {CEUR Workshop Proceedings},
  volume = {1979},
  editor = {Cristina Cabanillas and Sergio España and Siamak Farshidi},
  year = {2017},
  address = {Valencia, Spain},
  issn = {1613-0073},
  url = {http://pub.dennisriehle.de/2017/11/Riehle et al. --- Process Analysis using a Meta Modeling Tool.pdf},
  note = {Publication status: Published}
}

2014

Working paper

Riemer, K., Gal, U., Brunk, J., Gilchriest, B., Ord, R., & Tong, J.-A. (2014). Australian Digital Commerce: Now is the Time for Australian Retailers to Address the Customer Engagement Gap. In Australian Digital Transformation Lab: Vol. 2. Sydney, Australia.
More details BibTeX Full text

@techreport{RiemerGBGOT2014Australian,
  author = {Kai Riemer and Uri Gal and Jens Brunk and Ben Gilchriest and Robert Ord and Jo-An Tong},
  title = {Australian Digital Commerce: Now is the Time for Australian Retailers to Address the Customer Engagement Gap},
  institution = {},
  series = {Australian Digital Transformation Lab},
  number = {2},
  volume = {2},
  year = {2014},
  address = {Sydney, Australia},
  url = {http://hdl.handle.net/2123/10603},
  note = {Publication status: Published}
}

2013

Working paper

Riemer, K., Brunk, J., Gal, U., Gilchriest, B., & Ord, R. (2013). Australian Digital Commerce: A commentary on the retail sector. In Australian Digital Transformation Lab: Vol. 1. Sydney, Australia.
More details BibTeX Full text

@techreport{RiemerBGGO2013Australian,
  author = {Kai Riemer and Jens Brunk and Uri Gal and Ben Gilchriest and Robert Ord},
  title = {Australian Digital Commerce: A commentary on the retail sector},
  institution = {},
  series = {Australian Digital Transformation Lab},
  number = {1},
  volume = {1},
  year = {2013},
  address = {Sydney, Australia},
  url = {http://hdl.handle.net/2123/9540},
  note = {Publication status: Published}
}