Matthias Stierle
Research Areas
- Business Process Management
- Process Mining
- Machine Learning
- Robotic Process Automation
Teaching
- Process Analytics (Lecture, Masters)
- Process Mining for Auditing (Seminar, Masters)
- Internet of Things and Industrial Services (Seminar, Masters)
- TS410 – Integrated Business Processes in SAP S/4HANA (Training)
- IT-Based Process Automation
CV
Work Experience
Since 02/2022 | DataLane
Innovation Manager |
05/2017 – 12/2021 | Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)
Researcher | Chair of Digital Industrial Service Systems |
12/2013 – 12/2016 | Celonis SE
Data Scientist | Solution Engineering |
01/2012 – 08/2012 | Allianz Global Corporate and Specialty AG (AGCS)
IT Project Management Assistant | Global IT Process Transformation |
09/2011 – 12/2011 | Allianz Global Corporate and Specialty AG (AGCS)
Intern | Global IT Process Transformation |
08/2009 – 10/2009 | Tognum AG
Intern | HR IT |
Education
05/2017 – 06/2021 | Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)
Dr. rer. pol. | Information Systems |
10/2012 – 01/2015 | Technische Universität München (TUM)
Master of Science | Information Systems |
10/2008 – 08/2011 | Karlsruher Institut für Technologie (KIT)
Bachelor of Science | Business Engineering |
Research Contributions
Publications
2022
- Zilker S., Marx E., Stierle M., Matzner M.:
Process Mining for Advanced Service Analytics – From Process Efficiency to Customer Encounter and Experience
Hawaii International Conference on System Sciences (Maui, Hawaii, 4. January 2022 - 7. January 2022)
In: Proceedings of the 55th Hawaii International Conference on System Sciences 2022
DOI: 10.24251/HICSS.2022.239
URL: http://hdl.handle.net/10125/79571
2021
- Beverungen D., Buijs JCAM., Becker J., Di Ciccio C., van der Aalst WMP., Bartelheimer C., vom Brocke J., Comuzzi M., Kraume K., Leopold H., Matzner M., Mendling J., Ogonek N., Post T., Resinas M., Revoredo K., del-Río-Ortega A., La Rosa M., Santoro F., Solti A., Song M., Stein A., Stierle M., Wolf V.:
Seven Paradoxes of Business Process Management in a Hyper-Connected World
In: Business & Information Systems Engineering 63 (2021), p. 145–156
ISSN: 1867-0202
DOI: 10.1007/s12599-020-00646-z - Brunk J., Stierle M., Papke L., Revoredo K., Matzner M., Becker J.:
Cause vs. effect in context-sensitive prediction of business process instances
In: Information Systems 95 (2021), p. 101635
ISSN: 0306-4379
DOI: 10.1016/j.is.2020.101635
URL: https://www.sciencedirect.com/science/article/abs/pii/S0306437920301046 - Stierle M., Brunk J., Weinzierl S., Zilker S., Matzner M., Becker J.:
Bringing Light Into the Darkness - A Systematic Literature Review on Explainable Predictive Business Process Monitoring Techniques
European Conference on Information Systems (Marrakesch)
In: Proceedings of the 29th European Conference on Information Systems 2021 - Stierle M., Weinzierl S., Harl M., Matzner M.:
A technique for determining relevance scores of process activities using graph-based neural networks
In: Decision Support Systems 144 (2021), Article No.: 113511
ISSN: 0167-9236
DOI: 10.1016/j.dss.2021.113511
URL: http://www.sciencedirect.com/science/article/pii/S016792362100021X
2020
- Baier S., Dunzer S., Fettke P., Houy C., Matzner M., Pfeiffer P., Rehse JR., Scheid M., Stephan S., Stierle M., Willems B.:
The MobIS-Challenge 2019 - A Report on the WI-2019-Workshop on Model-Based Compliance in Information Systems
In: Enterprise Modelling and Information Systems Architectures - International Journal of Conceptual Modeling 15 (2020)
ISSN: 1866-3621
DOI: 10.18417/EMISA.15.5
URL: https://emisa-journal.org/emisa/article/view/247 - Harl M., Weinzierl S., Stierle M., Matzner M.:
Explainable Predictive Business Process Monitoring Using Gated Graph Neural Networks
In: Journal of Decision Systems (2020), p. 1-16
ISSN: 1246-0125
DOI: 10.1080/12460125.2020.1780780 - Hindel J., Cabrera Pérez L., Stierle M.:
Robotic Process Automation: Hype or Hope?
In: Proceedings of the 15th International Conference on Wirtschaftsinformatik 2020
DOI: 10.30844/wi_2020_r6-hindel
URL: https://library.gito.de/oa_wi2020-r6.html - Marx E., Stierle M., Weinzierl S., Matzner M.:
Closing the Gap between Smart Manufacturing Applications and Data Management
International Conference on Wirtschaftsinformatik (WI) (Potsdam, 9. March 2020 - 11. March 2020)
In: Proceedings of the 15th International Conference on Wirtschaftsinformatik (WI) 2020
DOI: 10.30844/wi_2020_u1-marx
URL: https://library.gito.de/2021/07/wi2020-community-tracks-9/ - Stierle M., Matzner M.:
Customer Service - Device Repair Process (sp2020)
(2020)
DOI: 10.5281/zenodo.3928487
(anderer) - Stierle M., Zilker S., Dunzer S., Tenschert J., Karagegova G.:
Design Principles for Comprehensible Process Discovery in Process Mining
In: Rowe F, Amrani RE, Limayem M, Newell S, Pouloudi N, Heck E, Quammah AE (ed.): 28th European Conference on Information Systems - Liberty, Equality, and Fraternity in a Digitizing World, ECIS 2020, Marrakech, Morocco, June 15-17, 2020 2020
URL: https://aisel.aisnet.org/ecis2020_rp/42/ - Viner D., Stierle M., Matzner M.:
A Process Mining Software Comparison
2nd International Conference on Process Mining (ICPM) (Padua, 4. October 2020 - 9. October 2020)
In: Proceedings of the ICPM Doctoral Consortium and Tool Demonstration Track 2020 co-located with the 2nd International Conference on Process Mining (ICPM} 2020) 2020
URL: http://ceur-ws.org/Vol-2703/paperTD1.pdf - Weinzierl S., Stierle M., Zilker S., Matzner M.:
A next click recommender system for web-based service analytics with context-aware LSTMs
Hawaii International Conference on System Sciences (Grand Wailea, Maui, Hawaii, 7. January 2020 - 10. January 2020)
In: Proceedings of the 53rd Hawaii International Conference on System Sciences 2020
DOI: 10.24251/HICSS.2020.190
URL: http://hdl.handle.net/10125/63929 - Weinzierl S., Zilker S., Stierle M., Park G., Matzner M.:
From Predictive to Prescriptive Process Monitoring: Recommending the Next Best Actions Instead of Calculating the Next Most Likely Events
Internationale Tagung Wirtschaftsinformatik (Potsdam, 8. March 2020 - 11. March 2020)
In: Proceedings of the 15th International Conference on Wirtschaftsinformatik 2020
DOI: 10.30844/wi_2020_c12-weinzierl
URL: https://library.gito.de/open-access-pdf/C12_Prescriptive_process_monitoring_-_a_technique_for_determining_next_best_actions_resub.pdf - Wellmann C., Stierle M., Dunzer S., Matzner M.:
A Framework to Evaluate the Viability of Robotic Process Automation for Business Process Activities
BPM2020
In: Asatiani A, García JM, Helander N, Jiménez-Ramírez A, Koschmider A, Mendling J, Meroni G, Reijers HA (ed.): Business Process Management: Blockchain and Robotic Process Automation Forum, Cham: 2020
DOI: 10.1007/978-3-030-58779-6_14
URL: https://link.springer.com/content/pdf/10.1007/978-3-030-58779-6_14.pdf
2019
- Dunzer S., Stierle M., Matzner M., Baier S.:
Conformance checking: A state-of-the-art literature review
S-BPM ONE 2019 (Seville, Spain, 26. June 2019 - 28. June 2019)
In: Proceedings of the 11th International Conference on Subject-Oriented Business Process Management, S-BPM ONE 2019 2019
DOI: 10.1145/3329007.3329014
URL: https://dl.acm.org/citation.cfm?id=3329014 - Nakladal J., Geyer-Klingeberg J., Stierle M., Matzner M.:
From Technical Product Training to Sustainable Education for Students — A Strategic Alliance Approach to Applied MOOCs
EMOOCs 2019 (Naples, 20. May 2019 - 22. May 2019)
In: Proceedings of Work in Progress Papers of the Research, Experience and Business Tracks at EMOOCs 2019 2019
URL: http://ceur-ws.org/Vol-2356/business_short4.pdf
2018
- Brunk J., Revoredo K., Stierle M., Matzner M., Delfmann P., Becker J.:
Prediction of business process instances with dynamic Bayesian networks
8th International Symposium on Data-Driven Process Discovery and Analysis, SIMPDA 2018 (Sevilla)
In: Paolo Ceravolo and López M. Teresa Gómez and Keulen Maurice Van (ed.): Proceedings of the 8th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2018) 2018
URL: http://ceur-ws.org/Vol-2270/short1.pdf