Martin Käppel

2026

• Käppel M., Weinzierl S., Ackermann L., Matzner M., Jablonski S.:
  Improving next process activity prediction with scarce event log data using data augmentation with large language models
  In: Information Systems 140 (2026), Article No.: 102717
  ISSN: 0306-4379
  DOI: 10.1016/j.is.2026.102717
  BibTeX: Download
• Weinzierl S., Zilker S., Ließmann A., Käppel M., Wang W., Matzner M.:
  Correction: From Source to Target: Leveraging Transfer Learning for Predictive Process Monitoring in Organizations (Business & Information Systems Engineering, (2025), 10.1007/s12599-025-00969-9)
  In: Business & Information Systems Engineering (2026)
  ISSN: 1867-0202
  DOI: 10.1007/s12599-026-00988-0
  BibTeX: Download

2025

• Käppel M., Ackermann L., Jablonski S., Härtl S.:
  Explaining transformer-based next activity prediction by using attention scores
  In: Process Science 2 (2025)
  ISSN: 2948-2178
  DOI: 10.1007/s44311-025-00018-4
  URL: https://link.springer.com/article/10.1007/s44311-025-00018-4
  BibTeX: Download
• Weinzierl S., Zilker S., Ließmann A., Käppel M., Wang W., Matzner M.:
  From source to target: Leveraging transfer learning for predictive process monitoring in organizations
  In: Business & Information Systems Engineering (2025)
  ISSN: 1867-0202
  DOI: 10.1007/s12599-025-00969-9
  BibTeX: Download

2024

• Ahmeti E., Käppel M., Jablonski S.:
  Redescription mining-based business process deviance analysis
  In: Software and Systems Modeling 23 (2024), p. 1421-1450
  ISSN: 1619-1366
  DOI: 10.1007/s10270-024-01231-8
  URL: https://link.springer.com/article/10.1007/s10270-024-01231-8
  BibTeX: Download

2023

• Schützenmeier N., Käppel M., Ackermann L., Jablonski S., Petter S.:
  Automaton-based comparison of Declare process models
  In: Software and Systems Modeling (2023), p. 667–685
  ISSN: 1619-1366
  DOI: 10.1007/s10270-022-01069-y
  URL: https://link.springer.com/article/10.1007/s10270-022-01069-y
  BibTeX: Download

2021

• Käppel M., Ackermann L., Schönig S., Jablonski S.:
  Language-independent look-ahead for checking multi-perspective declarative process models
  In: Software and Systems Modeling (2021), p. 1379-1401
  ISSN: 1619-1366
  DOI: 10.1007/s10270-020-00857-8
  URL: https://link.springer.com/article/10.1007/s10270-020-00857-8
  BibTeX: Download
• Käppel M., Schönig S., Jablonski S.:
  Leveraging Small Sample Learning for Business Process Management
  In: Information and Software Technology 132 (2021), Article No.: 106472
  ISSN: 0950-5849
  DOI: 10.1016/j.infsof.2020.106472
  BibTeX: Download

2026

• Käppel M., Neuberger J., Möhrlein F., Weinzierl S., Matzner M., Jablonski S.:
  A Human-in-the-Loop Approach for Improving Fairness in Predictive Business Process Monitoring
  23rd International Conference on Business Process Management, BPM 2025 (Seville, 31. August 2025 - 5. September 2025)
  In: Arik Senderovich, Cristina Cabanillas, Irene Vanderfeesten, Hajo A. Reijers (ed.): Lecture Notes in Computer Science 2026
  DOI: 10.1007/978-3-032-02867-9_21
  BibTeX: Download

2025

• Käppel M., Neuberger J., Weinzierl S., Möhrlein F., Matzner M., Jablonski S.:
  A Human-In-The-Loop Approach for Improving Fairness in Predictive Business Process Monitoring
  DOI: 10.1007/978-3-032-02867-9_21
  BibTeX: Download
• Möhrlein F., Käppel M., Neuberger J., Weinzierl S., Ackermann L., Matzner M., Jablonski S.:
  FairLoop: Software Support for Human-Centric Fairness in Predictive Business Process Monitoring
  BibTeX: Download

2024

• Käppel M., Ackermann L., Jablonski S., Härtl S.:
  Attention Please: What Transformer Models Really Learn for Process Prediction
  International Conference on Business Process Management (Krakau, 1. September 2024 - 6. September 2024)
  In: Marrella, Andrea Resinas, Manuel Jans, Mieke Rosemann, Michael (ed.): Business Process Management 22nd International Conference, BPM 2024, Krakow, Poland, September 1–6, 2024, Proceedings, Cham: 2024
  DOI: 10.1007/978-3-031-70396-6_12
  URL: https://link.springer.com/chapter/10.1007/978-3-031-70396-6_12
  BibTeX: Download

2023

• Ackermann L., Neuberger J., Käppel M., Jablonski S.:
  Bridging Research Fields: An Empirical Study on Joint, Neural Relation Extraction Techniques
  International Conference on Advanced Information Systems Engineering (Zaragoza, 12. Juni 2023 - 16. Juni 2023)
  In: Indulska, Marta Reinhartz-Berger, Iris Cetina, Carlos Pastor, Oscar (ed.): Advanced Information Systems Engineering 35th International Conference, CAiSE 2023, Zaragoza, Spain, June 12–16, 2023, Proceedings, Cham: 2023
  DOI: 10.1007/978-3-031-34560-9_28
  URL: https://link.springer.com/chapter/10.1007/978-3-031-34560-9_28
  BibTeX: Download
• Käppel M., Jablonski S.:
  Model-Agnostic Event Log Augmentation for Predictive Process Monitoring
  International Conference on Advanced Information Systems Engineering (Zaragoza, 12. Juni 2023 - 16. Juni 2023)
  In: Indulska, Marta Reinhartz-Berger, Iris Cetina, Carlos Pastor, Oscar (ed.): Advanced Information Systems Engineering 35th International Conference, CAiSE 2023, Zaragoza, Spain, June 12–16, 2023, Proceedings, Cham: 2023
  DOI: 10.1007/978-3-031-34560-9_23
  BibTeX: Download
• Schützenmeier N., Jablonski S., Käppel M., Ackermann L.:
  Comparing the Expressiveness of Imperative and Declarative Process Models
  Model-Driven Organizational and Business Agility (Zaragoza, 12. Juni 2023 - 13. Juni 2023)
  In: ED - Babkin, Eduard Barjis, Joseph Malyzhenkov, Pavel Merunka, Vojtěch Molhanec, Martin (ed.): Model-Driven Organizational and Business Agility Third International Workshop, MOBA 2023, Zaragoza, Spain, June 12–13, 2023, Revised Selected Papers, Cham: 2023
  DOI: 10.1007/978-3-031-45010-5_2
  URL: https://link.springer.com/chapter/10.1007/978-3-031-45010-5_2
  BibTeX: Download
• Schützenmeier N., Käppel M., Fichtner M., Jablonski S.:
  Scenario-Based Model Checking of Declarative Process Models
  International Conference on Enterprise Information System (Prag, 24. April 2023 - 26. April 2023)
  In: Proceedings of the 25th International Conference on Enterprise Information Systems (ICEIS 2023) - Volume 2 2023
  DOI: 10.5220/0011856400003467
  URL: https://www.scitepress.org/Papers/2023/118564/118564.pdf
  BibTeX: Download

2021

• Käppel M., Jablonski S., Schönig S.:
  Cost-Sensitive Predictive Business Process Monitoring
  European Conference on Advances in Databases and Information Systems (Tartu, 24. August 2021 - 26. August 2021)
  In: Bellatreche, Ladjel Dumas, Marlon Karras, Panagiotis Matulevičius, Raimundas Awad, Ahmed Weidlich, Matthias Ivanović, Mirjana Hartig, Olaf (ed.): New Trends in Database and Information Systems ADBIS 2021 Short Papers, Doctoral Consortium and Workshops: DOING, SIMPDA, MADEISD, MegaData, CAoNS, Tartu, Estonia, August 24-26, 2021, Proceedings, Cham: 2021
  DOI: 10.1007/978-3-030-85082-1_2
  URL: https://link.springer.com/chapter/10.1007/978-3-030-85082-1_2
  BibTeX: Download
• Käppel M., Jablonski S., Schönig S.:
  Evaluating Predictive Business Process Monitoring Approaches on Small Event Logs
  International Conference on the Quality of Information and Communications Technology (Algarve, 8. September 2021 - 11. September 2021)
  In: Paiva, Ana C. R. Cavalli, Ana Rosa Ventura Martins, Paula Pérez-Castillo, Ricardo (ed.): Quality of Information and Communications Technology 14th International Conference, QUATIC 2021, Algarve, Portugal, September 8–11, 2021, Proceedings, Cham: 2021
  DOI: 10.1007/978-3-030-85347-1_13
  BibTeX: Download
• Schützenmeier N., Käppel M., Petter S., Jablonski S.:
  Upper-Bounded Model Checking for Declarative Process Models
  IFIP Working Conference on The Practice of Enterprise Modeling (Riga, 24. November 2021 - 26. November 2024)
  In: Serral, Estefanía Stirna, Janis Ralyté, Jolita Grabis, Jānis (ed.): The Practice of Enterprise Modeling 14th IFIP WG 8.1 Working Conference, PoEM 2021, Riga, Latvia, November 24–26, 2021, Proceedings, Cham: 2021
  DOI: 10.1007/978-3-030-91279-6_14
  URL: https://link.springer.com/chapter/10.1007/978-3-030-91279-6_14
  BibTeX: Download

2019

• Käppel M., Schützenmeier N., Schönig S., Jablonski S.:
  Logic Based Look-Ahead for the Execution of Multi-perspective Declarative Processes
  International Conference on Business Process Modeling, Development and Support (Rom, 3. Juni 2019 - 4. Juni 2019)
  In: Reinhartz-Berger, Iris Zdravkovic, Jelena Gulden, Jens Schmidt, Rainer (ed.): Enterprise, Business-Process and Information Systems Modeling 20th International Conference, BPMDS 2019, 24th International Conference, EMMSAD 2019, Held at CAiSE 2019, Rome, Italy, June 3–4, 2019, Proceedings, Cham: 2019
  DOI: 10.1007/978-3-030-20618-5_4
  URL: https://link.springer.com/chapter/10.1007/978-3-030-20618-5_4
  BibTeX: Download
• Schützenmeier N., Käppel M., Petter S., Schönig S., Jablonski S.:
  Detection of Declarative Process Constraints in LTL Formulas
  Workshop on Enterprise and Organizational Modeling and Simulation (Rom, 3. Juni 2019 - 4. Juni 2019)
  In: ED - Pergl, Robert Babkin, Eduard Lock, Russell Malyzhenkov, Pavel Merunka, Vojtěch (ed.): Enterprise and Organizational Modeling and Simulation 15th International Workshop, EOMAS 2019, Held at CAiSE 2019, Rome, Italy, June 3–4, 2019, Selected Papers, Cham: 2019
  DOI: 10.1007/978-3-030-35646-0_10
  URL: https://link.springer.com/chapter/10.1007/978-3-030-35646-0_10
  BibTeX: Download

2024

• Ackermann L., Käppel M., Marcus L., Moder L., Dunzer S., Hornsteiner M., Ließmann A., Zisgen Y., Empl P., Herm LV., Neis N., Neuberger J., Schaschek M., Weinzierl S., Wörderhoff N., Jablonski S., Koschmider A., Kratsch W., Matzner M., Rinderle-Ma S., Röglinger M., Schönig S., Winkelmann A.:
  Recent Advances in Data-Driven Business Process Management
  (2024)
  Open Access: https://arxiv.org/abs/2406.01786
  URL: https://arxiv.org/abs/2406.01786
  BibTeX: Download
  (online publication)