Publications

2024

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 | Tags: {Process-Oriented Case-Based Reasoning, Adaptation Operators}, Adaptive Workflow Management, Drools Rule Engine, Rule-Based Adaptation

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 | Tags: {Case-Based Reasoning, Knowledge Acquisition Bottleneck, Knowledge Engineering, Large Language Models, Prompting}

Schultheis, Alexander

Exploring a Hybrid Case-Based Reasoning Approach for Time Series Adaptation in Predictive Maintenance Proceedings Article

In: 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), Merida, Mexico, July 1, 2024, pp. 230–235, CEUR-WS.org., 2024.

Abstract | Links | BibTeX | Tags: {Temporal Case-Based Reasoning, Explainable Case-Based Reasoning, Hybrid Case-Based Reasoning, Internet of Things, Predictive Maintenance}, Time Series Data

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 | Tags: {Temporal Case-Based Reasoning, Data Quality Issues}, Time Series Data, Time Series Similarity Measures

2023

Hoffmann, Maximilian; Bergmann, Ralph

Ranking-Based Case Retrieval with Graph Neural Networks in Process-Oriented Case-Based Reasoning Proceedings Article

In: Proceedings of the 36th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2023, Clearwater Beach, Florida, USA, 2023.

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Pauli, Johannes; Hoffmann, Maximilian; Bergmann, Ralph

Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning Using Graph Neural Networks and Transfer Learning Proceedings Article

In: Proceedings of the 36th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2023, Clearwater Beach, Florida, USA, 2023.

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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 | Tags: {Case-Based Reasoning, Internet of Things, ProCAKE}, Temporal Case-Based Reasoning, Time Series Data

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 | Tags: Explainable Case-Based Reasoning, Explanation, Process-Oriented Case-Based Reasoning, Similarity, Visualization

Schultheis, Alexander; Zeyen, Christian; Bergmann, Ralph

An Overview and Comparison of Case-Based Reasoning Frameworks Proceedings Article

In: Case-Based Reasoning Research and Development - 31st International Conference, ICCBR 2023, Aberdeen, Scotland, July 17-20, 2023, Proceedings, pp. 327–343, Springer, 2023.

Abstract | Links | BibTeX | Tags: Case-Based Reasoning, CBR Applications, CBR Framework, CloodCBR, eXiT*CBR, jColibri, myCBR, ProCAKE

2020

Zeyen, Christian; Bergmann, Ralph

A*-Based Similarity Assessment of Semantic Graphs 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. 17–32, Springer, 2020, (The original publication is available at www.springerlink.com).

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Schake, Erik; Grumbach, Lisa; Bergmann, Ralph

A Time-Series Similarity Measure for Case-Based Deviation Management to Support Flexible Workflow Execution Proceedings Article

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

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2019

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 | Tags: {Knowledge Management, Case-Based Reasoning}, Process Management

2015

Müller, Gilbert; Bergmann, Ralph

CookingCAKE: A Framework for the adaptation of cooking recipes represented as workflows Proceedings Article

In: Computer Cooking Contest, Workshop Proceedings ICCBR 2015, Springer, 2015.

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2014

Bergmann, Ralph; Gessinger, Sarah; Görg, Sebastian; Müller, Gilbert

The Collaborative Agile Knowledge Engine CAKE Proceedings Article

In: Proceedings of the 18th International Conference on Supporting Group Work, pp. 281–284, ACM, New York, NY, USA, 2014, ISBN: 978-1-4503-3043-5.

Abstract | Links | BibTeX | Tags: agile workflows, Case-Based Reasoning, Knowledge Management, Process Management

Müller, Gilbert; Bergmann, Ralph

Compositional Adaptation of Cooking Recipes using Workflow Streams Proceedings Article

In: Computer Cooking Contest, Workshop Proceedings ICCBR 2014, Springer, 2014, (The original publication is available at www.springerlink.com).

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Müller, Gilbert; Bergmann, Ralph

Workflow Streams: A Means for Compositional Adaptation in Process-Oriented CBR Proceedings Article

In: Case-Based Reasoning Research and Development, 22th International Conference on Case-Based Reasoning, ICCBR 2014, Springer, 2014, (Best phd student paper award. The original publication is available at www.springerlink.com).

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Müller, Gilbert; Bergmann, Ralph

A Cluster-Based Approach to Improve Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning Proceedings Article

In: 20th European Conference on Artificial Intelligence (ECAI 2014), IOS Press, 2014, (Preprint of this article available for download.).

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Minor, Mirjam; Bergmann, Ralph; Görg, Sebastian

Case-based adaptation of workflows Journal Article

In: Information Systems, vol. 40, pp. 142–152, 2014.

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Bergmann, Ralph; Gil, Yolanda

Similarity Assessment and Efficient Retrieval of Semantic Workfows Journal Article

In: Information Systems, vol. 40, pp. 115–127, 2014, (Only preprint of this article available for download).

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2013

Görg, Sebastian; Bergmann, Ralph; Gessinger, Sarah; Minor, Mirjam

Real-Time Collaboration and Experience Reuse For Cloud - Based Workflow Management Systems Proceedings Article

In: Workshop on Social Business Process Management (SBM 2013), IEEE Computer Society Press, 2013.

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Bergmann, Ralph; Müller, Gilbert; Wittkowsky, Daniel

Workflow Clustering Using Semantic Similarity Measures Proceedings Article

In: Timm, Ingo (Ed.): KI 2013: Advances in Artificial Intelligence, Springer, Koblenz, 2013, (The original publication is available at www.springerlink.com).

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Bergmann, Ralph; Stromer, Alexander

MAC/FAC Retrieval of Semantic Workflows Proceedings Article

In: Proceedings of the Twenty-Sixth International Florida Artificial Intelligence Research Society Conference, St. Pete Beach, May 22-25, 2013., pp. 357 – 362, AAAI Press, 2013.

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2012

Bergmann, Ralph; Minor, Mirjam; Islam, Siblee; Schumacher, Pol; Stromer, Alexander

Scaling similarity-based retrieval of semantic workflows Proceedings Article

In: Lamontagne, Luc; Recio-Garcia, Juan A. (Ed.): ICCBR-Workshop on Process-oriented Case-Based Reasoning, pp. 15–24, Lyon, 2012.

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Schumacher, Pol; Minor, Mirjam; Walter, Kirstin; Bergmann, Ralph

Extraction of Procedural Knowledge from the Web Proceedings Article

In: Workshop Proceedings: WWW'12, Lyon, France, 2012.

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2011

Minor, Mirjam; Bergmann, Ralph; Görg, Sebastian

Adaptive Workflow Management in the Cloud -Towards a Novel Platform as a Service Proceedings Article

In: Proceedings of the ICCBR 2011 Workshops, pp. 131–138, 2011.

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Minor, Mirjam; Bergmann, Ralph; Görg, Sebastian; Walter, Kirstin

Reasoning on Business Processes to Support Change Reuse Proceedings Article

In: 13th IEEE Conference on Commerce and Enterprise Computing, CEC 2011, Luxembourg-Kirchberg, Luxembourg, September 5-7, 2011, pp. 18–25, IEEE Computer Society, 2011, ISBN: 978-1-4577-1542-6.

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Bergmann, Ralph; Gil, Yolanda

Retrieval of Semantic Workfows with Knowledge Intensive Similarity Measures Proceedings Article

In: Case-Based Reasoning. Research and Development, 19th International Conference on Case-Based Reasoning, ICCBR 2011, pp. 17–31, Springer, 2011, (The original publication is available at www.springerlink.com).

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Schmalen, Daniel

Adaptives Workflow Management - Referenzmodell und Umsetzung PhD Thesis

Dr. Hut Verlag, 2011, (ISBN 9783868539905).

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2010

Minor, Mirjam; Bergmann, Ralph; Görg, Sebastian; Walter, Kirstin

Towards Case-Based Adaptation of Workflows Proceedings Article

In: Montani, Stefania; Bichindaritz, Isabelle (Ed.): Case-Based Reasoning. Research and Development, 18th International Conference on Case-Based Reasoning, ICCBR 2010, Alessandria, Italy, July 19-22, 2010. Proceedings, pp. 421–435, Springer, 2010, (The original publication is available at www.springerlink.com).

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2008

Minor, Mirjam; Tartakovski, Alexander; Schmalen, Daniel; Bergmann, Ralph

Agile Workflow Technology and Case-Based Change Reuse for Long-Term Processes Journal Article

In: International Journal of Intelligent Information Technologies, vol. 4, no. 1, pp. 80–98, 2008.

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Minor, Mirjam; Schmalen, Daniel; Bergmann, Ralph

XML-based Representation of Agile Workflows Proceedings Article

In: Bichler, Martin; Hess, Thomas; Krcmar, Helmut; Lechner, Ulrike; Matthes, Florian; Picot, Arnold; Speitkamp, Benjamin; Wolf, Petra (Ed.): Multikonferenz Wirtschaftsinformatik 2008, pp. 439–440, GITO-Verlag Berlin, 2008.

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Minor, Mirjam; Schmalen, Daniel; Weidlich, Jakob; Koldehoff, Andreas

Introspection into an Agile Workflow Engine for Long-Term Processes Proceedings Article

In: 17th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises, WETICE 2008, Rome, Italy, June 23-25, 2008, Proceedings, pp. 241–246, IEEE Computer Society, 2008, ISBN: 978-0-7695-3315-5.

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Sauer, Thomas; Minor, Mirjam; Werno, Sascha

An Agent-Oriented System for Workflow Enactment Tracking Proceedings Article

In: Proceedings of the 2008 IEEE 17th Workshop on Enabling Technologies: Infrastructure for Collaborative Enterprises, pp. 235–240, IEEE Computer Society, Washington, DC, USA, 2008, ISBN: 978-0-7695-3315-5.

Links | BibTeX | Tags: Multi-Agent Systems, Workflow Enactment Tracking, Workflow Management

2007

Maximini, Kerstin; Maximini, Rainer

Collaborative Agent-Based Knowledge Engine, Anforderungen - Konzept - Lösungen Technical Report

Universität Trier, Lehrstuhl für Wirtschaftsinformatik II Universität Trier, Lehstuhl für Wirtschaftsinformatik II, D-54286 Trier, no. V2, 2007.

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2006

Maximini, Rainer

Advanced Techniques for Complex Case-Based Reasoning Applications PhD Thesis

Dr. Hut Verlag, 2006, (ISBN 3-89963-344-X).

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Bergmann, Ralph; Freßmann, Andrea; Maximini, Kerstin; Maximini, Rainer; Sauer, Thomas

Case-Based Support for Collaborative Business Proceedings Article

In: Roth-Berghofer, Thomas; Göker, Mehmet H.; Güvenir, H. Altay (Ed.): Advances in Case-Based Reasoning, 8th European Conference, ECCBR 2006, Fethiye, Turkey, September 4-7, 2006, Proceedings, pp. 519–533, Springer, 2006, ISBN: 3-540-36843-4, (The original publication is available at www.springerlink.com).

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2005

Freßmann, Andrea; Maximini, Kerstin; Maximini, Rainer; Sauer, Thomas

Collaborative Agent-Based Knowledge Support for Empirical and Knowledge-Intense Processes Proceedings Article

In: Eymann, Torsten; Klügl, Franziska; Lamersdorf, Winfried; Klusch, Matthias; Huhns, Michael N. (Ed.): Multiagent System Technologies, Third German Conference, MATES 2005, Koblenz, Germany, September 11-13, 2005, Proceedings, pp. 235–236, Springer, 2005, ISBN: 3-540-28740-X, (The original publication is available at www.springerlink.com).

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Freßmann, Andrea; Maximini, Kerstin; Maximini, Rainer; Sauer, Thomas

CBR-based Execution and Planning Support for Collaborative Workflows Proceedings Article

In: Brüninghaus, Stefanie (Ed.): 6th International Conference on Case-Based Reasoning, ICCBR 2005, Chicago, IL, USA, August 23-26, 2005, Workshop Proceedings, pp. 271–280, Springer, 2005, (3075).

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