Publications | Dr. Jens Brunk | Department of Information Systems

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Dr. Jens Brunk, M.Sc.
Former Research Assistant

Chair of Information Systems and Information Management

Leonardo Campus 3
48149 Münster

ShortURL:

erc.is/p/brunk

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 (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. Münster: Selbstverlag — Eigenverlag.
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}, publisher = {Selbstverlag --- Eigenverlag}, address = {Münster}, note = {Publication status: Published} }
Research article in digital collection (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.
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Wolf, F., Brunk, J., & Becker, J. (2021). A Framework of Business Process Monitoring and Prediction Techniques.
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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 Guédria, W., Proper, H. A., Verelst, J., Hacks, S., Timm, F., Sandkuhl, K., Fellmann, M., Serapiao, G., Payan, M., Komarov, M., Maltseva, S., Uskenbayeva, R., Nazarov, D., Ge, M., Helfert, M., & Ehrlinger, L. (Eds.), Proceeding. 2020 IEEE 22nd Conference on Business Informatics (CBI 2020). Antwerp, Belgium 22-24 June 2020. Volume 2 — Research-in-Progress and Workshop Papers (pp. 49–57). Los Alamitos, California: Wiley-IEEE Computer Society Press.
More details BibTeX DOI

@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 = {Proceeding. 2020 IEEE 22$^{nd}$ Conference on Business Informatics (CBI 2020). Antwerp, Belgium 22-24 June 2020. Volume 2 --- Research-in-Progress and Workshop Papers},
  pages = {49--57},
  editor = {Wided Guédria and Henderik A. Proper and Jan Verelst and Simon Hacks and Felix Timm and Kurt Sandkuhl and Michael Fellmann and Gabriel Serapiao and Mathias Payan and Mikhail Komarov and Svetlana Maltseva and Raissa Uskenbayeva and Dmitry Nazarov and Mouzhi Ge and Markus Helfert and Lisa Ehrlinger},
  year = {2020},
  publisher = {Wiley-IEEE Computer Society Press},
  address = {Los Alamitos, California},
  doi = {10.1109/CBI49978.2020.00013},
  note = {Publication status: Published}
}

Brunk, J. (2020). Structuring Business Process Context Information for Process Monitoring and Prediction. In Guédria, W., Proper, H. A., Verelst, J., Hacks, S., Timm, F., Sandkuhl, K., Fellmann, M., Serapiao, G., Payan, M., Komarov, M., Maltseva, S., Uskenbayeva, R., Nazarov, D., Ge, M., Helfert, M., & Ehrlinger, L. (Eds.), Proceeding. 2020 IEEE 22nd Conference on Business Informatics (CBI 2020). Antwerp, Belgium 22-24 June 2020. Volume 2 — Research-in-Progress and Workshop Papers (pp. 39–48). Los Alamitos, California: Wiley-IEEE Computer Society Press.
More details BibTeX DOI

@inproceedings{Brunk2020Structuring,
  author = {Jens Brunk},
  title = {Structuring Business Process Context Information for Process Monitoring and Prediction},
  booktitle = {Proceeding. 2020 IEEE 22$^{nd}$ Conference on Business Informatics (CBI 2020). Antwerp, Belgium 22-24 June 2020. Volume 2 --- Research-in-Progress and Workshop Papers},
  pages = {39--48},
  editor = {Wided Guédria and Henderik A. Proper and Jan Verelst and Simon Hacks and Felix Timm and Kurt Sandkuhl and Michael Fellmann and Gabriel Serapiao and Mathias Payan and Mikhail Komarov and Svetlana Maltseva and Raissa Uskenbayeva and Dmitry Nazarov and Mouzhi Ge and Markus Helfert and Lisa Ehrlinger},
  year = {2020},
  publisher = {Wiley-IEEE Computer Society Press},
  address = {Los Alamitos, California},
  isbn = {978-1-7281-9926-9},
  issn = {2378-1971},
  doi = {10.1109/CBI49978.2020.00012},
  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 van Duijn, , Max;, P., Mike;, S., Viktoria;, T., Frank;, V., & Suzan, (Eds.), Disinformation in Open Online Media. Second Multidisciplinary International Symposium, MISDOOM 2020, Leiden, The Netherlands, October 26–27, 2020, Proceedings (pp. 122–137). Lecture Notes in Computer Science: Vol. 12259. Cham: Springer.
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 = {Disinformation in Open Online Media. Second Multidisciplinary International Symposium, MISDOOM 2020, Leiden, The Netherlands, October 26–27, 2020, Proceedings},
  pages = {122--137},
  series = {Lecture Notes in Computer Science},
  volume = {12259},
  editor = { {van Duijn} and Preuss Max; and Spaiser Mike; and Takes Viktoria; and Verberne Frank; and  Suzan},
  year = {2020},
  publisher = {Springer},
  address = {Cham},
  isbn = {978-3-030-61841-4},
  issn = {0302-9743},
  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 Meiselwitz, G. (Ed.), Social Computing and Social Media. Participation, User Experience, Consumer Experience, and Applications of Social Computing. 12th International Conference, SCSM 2020, Held as Part of the 22nd HCI International Conference, HCII 2020, Copenhagen, Denmark, July 19–24, 2020, Proceedings, Part II (pp. 71–86). Lecture Notes in Computer Science: Vol. 12195. Cham: Springer.
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 = {Social Computing and Social Media. Participation, User Experience, Consumer Experience, and Applications of Social Computing. 12$^{th}$ International Conference, SCSM 2020, Held as Part of the 22$^{nd}$ HCI International Conference, HCII 2020, Copenhagen, Denmark, July 19–24, 2020, Proceedings, Part II},
  pages = {71--86},
  series = {Lecture Notes in Computer Science},
  volume = {12195},
  editor = {Gabriele Meiselwitz},
  year = {2020},
  publisher = {Springer},
  address = {Cham},
  isbn = {978-3-030-49576-3},
  issn = {0302-9743},
  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 Del, R. O., A.;, L., H.;, S., & F.M., (Eds.), Business Process Management Workshops. BPM 2020 International Workshops, Seville, Spain, September 13–18, 2020, Revised Selected Papers (pp. 129–141). Lecture Notes in Business Information Processing: Vol. 397. Cham: Springer.
More details BibTeX DOI

@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 = {Business Process Management Workshops. BPM 2020 International Workshops, Seville, Spain, September 13–18, 2020, Revised Selected Papers},
  pages = {129--141},
  series = {Lecture Notes in Business Information Processing},
  volume = {397},
  editor = {Río Ortega Del and Leopold A.; and Santoro H.; and  F.M.},
  year = {2020},
  publisher = {Springer},
  address = {Cham},
  isbn = {978-3-030-66497-8},
  issn = {1865-1348},
  doi = {10.1007/978-3-030-66498-5_10},
  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, 29(sup1), 328–343.
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 = {29},
  number = {sup1},
  pages = {328--343},
  doi = {10.1080/12460125.2020.1790183},
  note = {Publication status: Published}
}

Research article in digital collection (conference)

Brunk, J., Methner, C., Cordes, A.-K., Thiermann, S., & Goerke, T. (2020). Trace Clustering for an Online Freight Exchange at TIMOCOM.
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Jorgensen, M., Choi, M., Niemann, M., Brunk, J., & Becker, J. (2020). Multi-Class Detection of Abusive Language Using Automated Machine Learning.
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2019
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} }
Research article in digital collection (conference)

Brunk, J., Mattern, J., & Riehle, D. M. (2019). Effect of Transparency and Trust on Acceptance of Automatic Online Comment Moderation Systems.
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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.
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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}
}

2022

Research article (book contribution)

2021

Research article (journal)

Thesis (doctoral or post-doctoral)

Research article in digital collection (conference)

2020

Research article in proceedings (conference)

Research article (journal)

Research article in digital collection (conference)

2019

Abstract in Online-Sammlung (Konferenz)

Research article in digital collection (conference)

2018

Research article in proceedings (conference)

2017

Research article in proceedings (conference)

2014

Working paper

2013

Working paper