List of Publications

Citations: 373
h-index: 12
i10-index: 12

2024

34.

Malburg, Lukas (Ed.)

Proceedings of the Workshops at the 32nd International Conference on Case-Based Reasoning (ICCBR-WS 2024) co-located with the 32nd International Conference on Case-Based Reasoning (ICCBR 2024), Mérida, Mexico, July 1, 2024 (Proceedings)

CEUR-WS.org, vol. 3708, 2024.

(Links | BibTeX)

33.

Malburg, Lukas; Hotz, Maxim; Bergmann, Ralph

Improving Complex Adaptations in Process-Oriented Case-Based Reasoning by Applying Rule-Based Adaptation (Proceedings Article)

In: Case-Based Reasoning Research and Development – 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, pp. 50–66, Springer., 2024.

(Abstract | Links | BibTeX)

32.

Lenz, Mirko; Malburg, Lukas; Bergmann, Ralph

CBRkit: An Intuitive Case-Based Reasoning Toolkit for Python (Proceedings Article)

In: Case-Based Reasoning Research and Development – 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, pp. 289–304, Springer., 2024, (Best Student Paper.).

(Abstract | Links | BibTeX)

31.

Schultheis, Alexander; Malburg, Lukas; Grüger, Joscha; Weich, Justin; Bertrand, Yannis; Bergmann, Ralph; Asensio, Estefanía Serral

Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing (Proceedings Article)

In: Case-Based Reasoning Research and Development – 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, pp. 240–257, Springer., 2024.

(Abstract | Links | BibTeX)

30.

Brand, Florian; Malburg, Lukas; Bergmann, Ralph

Large Language Models as Knowledge Engineers (Proceedings Article)

In: Malburg, Lukas (Ed.): Proceedings of the Workshops at the 32nd International Conference on Case-Based Reasoning (ICCBR-WS 2024) co-located with the 32nd International Conference on Case-Based Reasoning (ICCBR 2024), Mérida, Mexico, July 1, 2024, pp. 3–18, CEUR-WS.org., 2024.

(Abstract | Links | BibTeX)

2023

29.

Grüger, Joscha; Malburg, Lukas; Bergmann, Ralph

IoT-enriched event log generation and quality analytics: a case study (Journal Article)

In: it – Information Technology, 2023.

(Abstract | Links | BibTeX)

28.

Malburg, Lukas; Klein, Patrick; Bergmann, Ralph

Converting semantic web services into formal planning domain descriptions to enable manufacturing process planning and scheduling in industry 4.0 (Journal Article)

In: Engineering Applications of Artificial Intelligence, vol. 126, pp. 106727, 2023, ISSN: 0952-1976.

(Abstract | Links | BibTeX)

27.

Ehrendorfer, Matthias; Bertrand, Yannis; Malburg, Lukas; Mangler, Juergen; Grüger, Joscha; Rinderle-Ma, Stefanie; Bergmann, Ralph; Asensio, Estefan’ıa Serral

Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments (Proceedings Article)

In: Fahland, Dirk; Jiménez-Ram’ırez, Andrés; Kumar, Akhil; Mendling, Jan; Pentland, Brian T.; Rinderle-Ma, Stefanie; Slaats, Tijs; Versendaal, Johan; Weber, Barbara; Weske, Mathias; Winter, Karolin (Ed.): Proceedings of the Best Dissertation Award, Doctoral Consortium, and Demonstration & Resources Forum at BPM 2023 co-located with 21st International Conference on Business Process Management (BPM 2023), Utrecht, The Netherlands, September 11th to 15th, 2023, pp. 92–96, CEUR-WS.org, 2023.

(Abstract | Links | BibTeX)

26.

Schultheis, Alexander; Hoffmann, Maximilian; Malburg, Lukas; Bergmann, Ralph

Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization (Proceedings Article)

In: Case-Based Reasoning Research and Development – 31st International Conference, ICCBR 2023, Aberdeen, Scotland, July 17-20, 2023, Proceedings, pp. 53–68, Springer, 2023.

(Abstract | Links | BibTeX)

25.

Malburg, Lukas; Verma, Deepika (Ed.)

Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023 (Proceedings)

CEUR-WS.org, vol. 3438, 2023.

(Links | BibTeX)

24.

Brand, Florian; Lott, Katharina; Malburg, Lukas; Hoffmann, Maximilian; Bergmann, Ralph

Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows (Proceedings Article)

In: Malburg, Lukas; Verma, Deepika (Ed.): Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023, pp. 55–70, CEUR-WS.org, 2023.

(Abstract | Links | BibTeX)

23.

Malburg, Lukas; Schultheis, Alexander; Bergmann, Ralph

Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations (Proceedings Article)

In: Malburg, Lukas; Verma, Deepika (Ed.): Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023, pp. 81–96, CEUR-WS.org, 2023.

(Abstract | Links | BibTeX)

22.

Guldner, Achim; Hoffmann, Maximilian; Lohr, Christian; Machhamer, Rüdiger; Malburg, Lukas; Morgen, Marlies; Rodermund, Stephanie C.; Schäfer, Florian; Schaupeter, Lars; Schneider, Jens; Theusch, Felix; Bergmann, Ralph; Dartmann, Guido; Kuhn, Norbert; Naumann, Stefan; Timm, Ingo J.; Vette-Steinkamp, Matthias; Weyers, Benjamin

A framework for AI-based self-adaptive cyber-physical process systems (Journal Article)

In: it – Information Technology, 2023.

(Abstract | Links | BibTeX)

21.

Mangler, Juergen; Grüger, Joscha; Malburg, Lukas; Ehrendorfer, Matthias; Bertrand, Yannis; Benzin, Janik-Vasily; Rinderle-Ma, Stefanie; Asensio, Estefania Serral; Bergmann, Ralph

DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs (Journal Article)

In: Future Internet, vol. 15, no. 3, 2023.

(Abstract | Links | BibTeX)

20.

Malburg, Lukas; Brand, Florian; Bergmann, Ralph

Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning (Proceedings Article)

In: Sales, Tiago Prince; Proper, Henderik A.; Guizzardi, Giancarlo; Montali, Marco; Maggi, Fabrizio Maria; Fonseca, Claudenir M. (Ed.): Enterprise Design, Operations, and Computing (EDOC) Workshops 2022, pp. 79–95, Springer., 2023, (The original publication is available at www.springerlink.com).

(Abstract | Links | BibTeX)

19.

Malburg, Lukas; Hoffmann, Maximilian; Bergmann, Ralph

Applying MAPE-K control loops for adaptive workflow management in smart factories (Journal Article)

In: Journal of Intelligent Information Systems, vol. 61, no. 1, pp. 83–111, 2023.

(Abstract | Links | BibTeX)

2022

18.

Hoffmann, Maximilian; Malburg, Lukas; Bach, Nico; Bergmann, Ralph

GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning (Proceedings Article)

In: Keane, Mark T.; Wiratunga, Nirmalie (Ed.): Case-Based Reasoning Research and Development – 30th International Conference, ICCBR 2022, Nancy, France, September 12-15, 2022, Proceedings, pp. 240–255, Springer, 2022.

(Abstract | Links | BibTeX)

17.

Hoffmann, Maximilian; Malburg, Lukas; Bergmann, Ralph

ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks (Proceedings Article)

In: Marrella, Andrea; Weber, Barbara (Ed.): Business Process Management Workshops – BPM 2021, Rome, Italy, September 6 – 10, 2021, pp. 43–55, Springer., 2022, (The original publication is available at www.springerlink.com).

(Abstract | Links | BibTeX)

16.

Bergmann, Ralph; Malburg, Lukas; Rodermund, Stephanie C.; Timm, Ingo J. (Ed.)

KI 2022: Advances in Artificial Intelligence – 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings (Proceedings)

Springer, vol. 13404, 2022, ISBN: 978-3-031-15790-5.

(Links | BibTeX)

15.

Malburg, Lukas; Grüger, Joscha; Bergmann, Ralph

An IoT-Enriched Event Log for Process Mining in Smart Factories (Journal Article)

In: CoRR, vol. abs/2209.02702, 2022.

(Abstract | Links | BibTeX)

14.

Grüger, Joscha; Malburg, Lukas; Mangler, Jürgen; Bertrand, Yannis; Rinderle-Ma, Stefanie; Bergmann, Ralph; Asensio, Estefanía Serral

SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data (Journal Article)

In: CoRR, vol. abs/2206.11392, 2022.

(Abstract | Links | BibTeX)

13.

Malburg, Lukas; Bergmann, Ralph

Towards Adaptive Workflow Management by Case-Based Reasoning and Automated Planning (Proceedings Article)

In: Reuss, Pascal; Schönborn, Jakob (Ed.): Workshops Proceedings for the Thirtieth International Conference on Case-Based Reasoning co-located with the Thirtieth International Conference on Case-Based Reasoning (ICCBR 2022), Nancy, France, September 12-15, 2022, pp. 211–220, CEUR-WS.org, 2022, (Accepted for Publication.).

(Abstract | Links | BibTeX)

12.

Kumar, Rahol; Schultheis, Alexander; Malburg, Lukas; Hoffmann, Maximilian; Bergmann, Ralph

Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning (Proceedings Article)

In: Proceedings of the 35th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2022, Hutchinson Island, Jensen Beach, Florida, USA, 2022.

(Abstract | Links | BibTeX)

11.

Seiger, Ronny; Malburg, Lukas; Weber, Barbara; Bergmann, Ralph

Integrating process management and event processing in smart factories: A systems architecture and use cases (Journal Article)

In: Journal of Manufacturing Systems, vol. 63, pp. 575–592, 2022.

(Abstract | Links | BibTeX)

2021

10.

Malburg, Lukas; Hoffmann, Maximilian; Trumm, Simon; Bergmann, Ralph

Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning (Proceedings Article)

In: Proceedings of the 34th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2021, North Miami Beach, Florida, USA, 2021, (Best Student Paper.).

(Abstract | Links | BibTeX)

9.

Malburg, Lukas; Rieder, Manfred-Peter; Seiger, Ronny; Klein, Patrick; Bergmann, Ralph

Object Detection for Smart Factory Processes by Machine Learning (Journal Article)

In: Procedia Computer Science, vol. 184, pp. 581–588, 2021, (Best Paper.).

(Abstract | Links | BibTeX)

2020

8.

Malburg, Lukas; Seiger, Ronny; Bergmann, Ralph; Weber, Barbara

Using Physical Factory Simulation Models for Business Process Management Research (Proceedings Article)

In: del-Río-Ortega, Adela; Leopold, Henrik; Santoro, Flavia M. (Ed.): Business Process Management Workshops – BPM 2020 International Workshops, Sevilla, Spain, September 13 – 18, 2020, pp. 95–107, Springer., 2020, (The original publication is available at www.springerlink.com).

(Abstract | Links | BibTeX)

7.

Hoffmann, Maximilian; Malburg, Lukas; Klein, Patrick; Bergmann, Ralph

Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning (Proceedings Article)

In: Watson, Ian; Weber, Rosina O. (Ed.): Case-Based Reasoning Research and Development – 28th International Conference, ICCBR 2020, Salamanca, Spain, June 8-12, 2020, Proceedings, pp. 229–244, Springer, 2020, (The original publication is available at www.springerlink.com).

(Abstract | Links | BibTeX)

6.

Malburg, Lukas; Klein, Patrick; Bergmann, Ralph

Semantic Web Services for AI-Research with Physical Factory Simulation Models in Industry 4.0 (Proceedings Article)

In: Panetto, Hervé; Madani, Kurosh; Smirnov, Alexander V. (Ed.): Proceedings of the International Conference on Innovative Intelligent Industrial Production and Logistics, IN4PL 2020, Budapest, Hungary, November 2-4, 2020, pp. 32–43, SCITEPRESS., 2020, ISBN: 978-989-758-476-3.

(Abstract | Links | BibTeX)

2019

5.

Klein, Patrick; Malburg, Lukas; Bergmann, Ralph

FTOnto: A Domain Ontology for a Fischertechnik Simulation Production Factory by Reusing Existing Ontologies (Proceedings Article)

In: Jäschke, Robert; Weidlich, Matthias (Ed.): Proceedings of the Conference on “Lernen, Wissen, Daten, Analysen”, Berlin, Germany, September 30 – October 2, 2019., pp. 253–264, CEUR-WS.org, 2019.

(Abstract | Links | BibTeX)

4.

Bergmann, Ralph; Grumbach, Lisa; Malburg, Lukas; Zeyen, Christian

ProCAKE: A Process-Oriented Case-Based Reasoning Framework (Proceedings Article)

In: Kapetanakis, Stelios; Borck, Hayley (Ed.): Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), Otzenhausen, Germany, September 8-12, 2019, pp. 156–161, CEUR-WS.org, 2019.

(Abstract | Links | BibTeX)

3.

Klein, Patrick; Malburg, Lukas; Bergmann, Ralph

Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning (Proceedings Article)

In: Bach, Kerstin; Marling, Cindy (Ed.): Case-Based Reasoning Research and Development: 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, pp. 188–203, Springer., 2019, (The original publication is available at www.springerlink.com).

(Abstract | Links | BibTeX)

2.

Zeyen, Christian; Malburg, Lukas; Bergmann, Ralph

Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning (Proceedings Article)

In: Bach, Kerstin; Marling, Cindy (Ed.): Case-Based Reasoning Research and Development: 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, pp. 388–403, Springer, 2019, (The original publication is available at www.springerlink.com).

(Abstract | Links | BibTeX)

2018

1.

Malburg, Lukas; Münster, Nicolas; Zeyen, Christian; Bergmann, Ralph

Query Model and Similarity-Based Retrieval for Workflow Reuse in the Digital Humanities (Proceedings Article)

In: Gemulla, Rainer; Ponzetto, Simone Paolo; Bizer, Christian; Keuper, Margret; Stuckenschmidt, Heiner (Ed.): Proceedings of the Conference “Lernen, Wissen, Daten, Analysen”, LWDA 2018, pp. 251–262, CEUR-WS.org, 2018.

(Abstract | Links | BibTeX)