Ralph Bergmann

ORCID

Publication Activity (10 Years)

Years Active: 1991-2024
Publications (10 Years): 104

Top Venues

University of Kaiserslautern (PHD)

Education History

University of Kaiserslautern

PHD

Publications

Alexander Schultheis, Lukas Malburg, Joscha Grüger, Justin Weich, Yannis Bertrand, Ralph Bergmann, Estefanía Serral Asensio
Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing. ICCBR (2024)
Mirko Lenz, Lorik Dumani, Ralf Schenkel, Ralph Bergmann
ArgServices: A Microservice-Based Architecture for Argumentation Machines. RATIO (2024)
Carsten Maletzki, Eric Rietzke, Ralph Bergmann
Empowering Large Language Models in Hybrid Intelligence Systems through Data-Centric Process Models. AAAI Spring Symposia (2024)
Mirko Lenz, Ralph Bergmann
PolArg: Unsupervised Polarity Prediction of Arguments in Real-Time Online Conversations. RATIO (2024)
Mirko Lenz, Lukas Malburg, Ralph Bergmann
CBRkit: An Intuitive Case-Based Reasoning Toolkit for Python. ICCBR (2024)
Juergen Mangler, Ronny Seiger, Janik-Vasily Benzin, Joscha Grüger, Yusuf Kirikkayis, Florian Gallik, Lukas Malburg, Matthias Ehrendorfer, Yannis Bertrand, Marco Franceschetti, Barbara Weber, Stefanie Rinderle-Ma, Ralph Bergmann, Estefanía Serral Asensio, Manfred Reichert
From Internet of Things Data to Business Processes: Challenges and a Framework. CoRR (2024)
Florian Brand, Lukas Malburg, Ralph Bergmann
Large Language Models as Knowledge Engineers. ICCBR Workshops (2024)
Lisa Grumbach, Alexander Winzig, Ralph Bergmann
Towards a Case-Based Support for Responding Emergency Calls. ICCBR (2024)
Lukas Malburg, Maxim Hotz, Ralph Bergmann
Improving Complex Adaptations in Process-Oriented Case-Based Reasoning by Applying Rule-Based Adaptation. ICCBR (2024)
Viktor Eisenstadt, Christoph Langenhan, Jessica Bielski, Ralph Bergmann, Klaus-Dieter Althoff
Autocompletion of Architectural Spatial Configurations Using Case-Based Reasoning, Graph Clustering, and Deep Learning. ICCBR (2024)
Carsten Maletzki, Lisa Grumbach, Eric Rietzke, Ralph Bergmann
Towards Hybrid Intelligent Support Systems for Emergency Call Handling. AAAI Spring Symposium: MAKE (2023)
Lukas Malburg, Patrick Klein, Ralph Bergmann
Converting semantic web services into formal planning domain descriptions to enable manufacturing process planning and scheduling in industry 4.0. Eng. Appl. Artif. Intell. 126 (2023)
Florian Brand, Katharina Lott, Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann
Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows. ICCBR Workshops (2023)
Joscha Grüger, Lukas Malburg, Ralph Bergmann
IoT-enriched event log generation and quality analytics: a case study. it Inf. Technol. 65 (3) (2023)
Johannes Pauli, Maximilian Hoffmann, Ralph Bergmann
Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning Using Graph Neural Networks and Transfer Learning. FLAIRS (2023)
Alexander Schultheis, Christian Zeyen, Ralph Bergmann
An Overview and Comparison of Case-Based Reasoning Frameworks. ICCBR (2023)
Achim Guldner, Maximilian Hoffmann, Christian Lohr, Rüdiger Machhamer, Lukas Malburg, Marlies Morgen, Stephanie C. Rodermund, Florian Schäfer, Lars Schaupeter, Jens Schneider, Felix Theusch, Ralph Bergmann, Guido Dartmann, Norbert Kuhn, Stefan Naumann, Ingo J. Timm, Matthias Vette-Steinkamp, Benjamin Weyers
A framework for AI-based self-adaptive cyber-physical process systems. it Inf. Technol. 65 (3) (2023)
Mirko Lenz, Ralph Bergmann
Case-Based Adaptation of Argument Graphs with WordNet and Large Language Models. ICCBR (2023)
David Jilg, Joscha Grüger, Tobias Geyer, Ralph Bergmann
DALG: The Data Aware Event Log Generator. BPM (Demos / Resources Forum) (2023)
Maximilian Hoffmann, Ralph Bergmann
Ranking-Based Case Retrieval with Graph Neural Networks in Process-Oriented Case-Based Reasoning. FLAIRS (2023)
Alexander Schultheis, Maximilian Hoffmann, Lukas Malburg, Ralph Bergmann
Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization. ICCBR (2023)
Felix Theusch, Lukas Seemann, Achim Guldner, Stefan Naumann, Ralph Bergmann
Towards Machine Learning-Based Digital Twins in Cyber-Physical Systems. AI4DT&CP@IJCAI (2023)
Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann
Applying MAPE-K control loops for adaptive workflow management in smart factories. J. Intell. Inf. Syst. 61 (1) (2023)
Juergen Mangler, Joscha Grüger, Lukas Malburg, Matthias Ehrendorfer, Yannis Bertrand, Janik-Vasily Benzin, Stefanie Rinderle-Ma, Estefanía Serral Asensio, Ralph Bergmann
DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs. Future Internet 15 (3) (2023)
Joscha Grüger, Ralph Bergmann
Enhancing Clinical Insights: Knowledge-Intensive and Context-Sensitive Process Instance Visualization in Health Care. ICPM Workshops (2023)
Matthias Ehrendorfer, Yannis Bertrand, Lukas Malburg, Juergen Mangler, Joscha Grüger, Stefanie Rinderle-Ma, Ralph Bergmann, Estefanía Serral Asensio
Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments. BPM (Demos / Resources Forum) (2023)
Lukas Malburg, Alexander Schultheis, Ralph Bergmann
Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations. ICCBR Workshops (2023)
Nicolas Schuler, Maximilian Hoffmann, Hans-Peter Beise, Ralph Bergmann
Semi-supervised Similarity Learning in Process-Oriented Case-Based Reasoning. SGAI Conf. (2023)
Rüdiger Machhamer, Lejla Begic Fazlic, Eray Guven, David Junk, Gunes Karabulut Kurt, Stefan Naumann, Stephan Didas, Klaus-Uwe Gollmer, Ralph Bergmann, Ingo J. Timm, Guido Dartmann
Likelihood-based Sensor Calibration for Expert-Supported Distributed Learning Algorithms in IoT Systems. CoRR (2023)
Lisa Grumbach, Ralph Bergmann
A Case-Based Approach for Workflow Flexibility by Deviation. ICCBR (2023)
Maximilian Hoffmann, Lukas Malburg, Nico Bach, Ralph Bergmann
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning. ICCBR (2022)
Lukas Malburg, Florian Brand, Ralph Bergmann
Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning. EDOC Workshops (2022)
Lukas Malburg, Ralph Bergmann
Towards Adaptive Workflow Management by Case-based Reasoning and Automated Planning. ICCBR Workshops (2022)
Mirko Lenz, Ralph Bergmann
User-Centric Argument Mining with ArgueMapper and Arguebuf. COMMA (2022)
Carsten Maletzki, Eric Rietzke, Ralph Bergmann
Utilizing Expert Knowledge to Support Medical Emergency Call Handling. FCR@KI (2022)
Joscha Grüger, Lukas Malburg, Juergen Mangler, Yannis Bertrand, Stefanie Rinderle-Ma, Ralph Bergmann, Estefanía Serral Asensio
SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data. CoRR (2022)
Joscha Grüger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, Ralph Bergmann
Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study. Business Process Management Workshops (2022)
Joscha Grüger, Tobias Geyer, Martin Kuhn, Stefan Braun, Ralph Bergmann
Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study. CoRR (2022)
Maximilian Hoffmann, Ralph Bergmann
Improving Automated Hyperparameter Optimization with Case-Based Reasoning. ICCBR (2022)
Rahol Kumar, Alexander Schultheis, Lukas Malburg, Maximilian Hoffmann, Ralph Bergmann
Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. FLAIRS (2022)
Christian Zeyen, Rudolf Koch, Sven Schwarz, Heiko Maus, Ralph Bergmann
Towards Experience-based Assistance for Personal Robotic Process Automation by Process-Oriented Case-based Reasoning. ICCBR Workshops (2022)
Maximilian Hoffmann, Ralph Bergmann
Using Graph Embedding Techniques in Process-Oriented Case-Based Reasoning. Algorithms 15 (2) (2022)
Ditty Mathew, Ralph Bergmann, Benjamin Weyers, Thomas Ellwart, Dominique Bohrmann, Ericson Hölzchen
FlexiTeam: Flexible Team and Work Organization using Process-Oriented Case-Based Reasoning. ICCBR Workshops (2022)
Lukas Malburg, Joscha Grüger, Ralph Bergmann
An IoT-Enriched Event Log for Process Mining in Smart Factories. CoRR (2022)
Joscha Grüger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, Ralph Bergmann
Weighted Violations in Alignment-Based Conformance Checking. ICPM Workshops (2022)
Joscha Grüger, Tobias Geyer, David Jilg, Ralph Bergmann
SAMPLE: A Semantic Approach for Multi-perspective Event Log Generation. ICPM Workshops (2022)
Felix Hamann, Adrian Ulges, Dirk Krechel, Ralph Bergmann
Open-World Knowledge Graph Completion Benchmarks for Knowledge Discovery. IEA/AIE (2) (2021)
Lisa Grumbach, Ralph Bergmann
SEMAFLEX: A novel approach for implementing workflow flexibility by deviation based on constraint satisfaction problem solving. Expert Syst. J. Knowl. Eng. 38 (7) (2021)
Maximilian Hoffmann, Ralph Bergmann
Informed Machine Learning for Improved Similarity Assessment in Process-Oriented Case-Based Reasoning. CoRR (2021)
Maximilian Hoffmann, Lukas Malburg, Ralph Bergmann
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks. Business Process Management Workshops (2021)
Lukas Malburg, Maximilian Hoffmann, Simon Trumm, Ralph Bergmann
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning. FLAIRS Conference (2021)
Lorik Dumani, Manuel Biertz, Alex Witry, Anna-Katharina Ludwig, Mirko Lenz, Stefan Ollinger, Ralph Bergmann, Ralf Schenkel
The ReCAP Corpus: A Corpus of Complex Argument Graphs on German Education Politics. ICSC (2021)
Eric Rietzke, Carsten Maletzki, Ralph Bergmann, Norbert Kuhn
Execution of Knowledge-Intensive Processes by Utilizing Ontology-Based Reasoning. J. Data Semant. 10 (1-2) (2021)
Joscha Grüger, Tobias Geyer, Martin Kuhn, Stephan A. Braun, Ralph Bergmann
Verifying Guideline Compliance in Clinical Treatment Using Multi-perspective Conformance Checking: A Case Study. ICPM Workshops (2021)
Lukas Malburg, Manfred-Peter Rieder, Ronny Seiger, Patrick Klein, Ralph Bergmann
Object Detection for Smart Factory Processes by Machine Learning. ANT/EDI40 (2021)
Patrick Klein, Niklas Weingarz, Ralph Bergmann
Using Expert Knowledge for Masking Irrelevant Data Streams in Siamese Networks for the Detection and Prediction of Faults. IJCNN (2021)
Joscha Grüger, Ralph Bergmann, Yavuz Kazik, Martin Kuhn
Process Mining for Case Acquisition in Oncology: A Systematic Literature Review. LWDA (2020)
Lukas Malburg, Patrick Klein, Ralph Bergmann
Using Semantic Web Services for AI-Based Research in Industry 4.0. CoRR (2020)
Stefan Ollinger, Lorik Dumani, Premtim Sahitaj, Ralph Bergmann, Ralf Schenkel
Same Side Stance Classification Task: Facilitating Argument Stance Classification by Fine-tuning a BERT Model. CoRR (2020)
Mirko Lenz, Premtim Sahitaj, Sean Kallenberg, Christopher Coors, Lorik Dumani, Ralf Schenkel, Ralph Bergmann
Towards an Argument Mining Pipeline Transforming Texts to Argument Graphs. COMMA (2020)
Erik Schake, Lisa Grumbach, Ralph Bergmann
A Time-Series Similarity Measure for Case-Based Deviation Management to Support Flexible Workflow Execution. ICCBR (2020)
Lukas Malburg, Ronny Seiger, Ralph Bergmann, Barbara Weber
Using Physical Factory Simulation Models for Business Process Management Research. Business Process Management Workshops (2020)
Clarissa Dietrich, Sebastian Schriml, Ralph Bergmann, Benjamin Raue
INWEND: Using CBR to Automate Legal Assessment in the Context of the EU General Data Protection Regulation. LWDA (2020)
Ralph Bergmann, Manuel Biertz, Lorik Dumani, Mirko Lenz, Anna-Katharina Ludwig, Patrick J. Neumann, Stefan Ollinger, Premtim Sahitaj, Ralf Schenkel, Alex Witry
The ReCAP Project. Datenbank-Spektrum 20 (2) (2020)
Mirko Lenz, Premtim Sahitaj, Sean Kallenberg, Christopher Coors, Lorik Dumani, Ralf Schenkel, Ralph Bergmann
Towards an Argument Mining Pipeline Transforming Texts to Argument Graphs. CoRR (2020)
Maximilian Hoffmann, Lukas Malburg, Patrick Klein, Ralph Bergmann
Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. ICCBR (2020)
Klaus-Dieter Althoff, Kerstin Bach, Ralph Bergmann, Cindy Marling
The 27th International Conference on Case-Based Reasoning. AI Mag. 41 (1) (2020)
Patrick Klein, Niklas Weingarz, Ralph Bergmann
Enhancing Siamese Neural Networks Through Expert Knowledge for Predictive Maintenance. IoT Streams/ITEM@PKDD/ECML (2020)
Lukas Malburg, Patrick Klein, Ralph Bergmann
Semantic Web Services for AI-Research with Physical Factory Simulation Models in Industry 4.0. IN4PL (2020)
Christian Zeyen, Ralph Bergmann
A*-Based Similarity Assessment of Semantic Graphs. ICCBR (2020)
Patrick Klein, Lukas Malburg, Ralph Bergmann
FTOnto: A Domain Ontology for a Fischertechnik Simulation Production Factory by Reusing Existing Ontologies. LWDA (2019)
Mirko Lenz, Stefan Ollinger, Premtim Sahitaj, Ralph Bergmann
Semantic Textual Similarity Measures for Case-Based Retrieval of Argument Graphs. ICCBR (2019)
Lisa Grumbach, Ralph Bergmann
Towards Case-Based Deviation Management for Flexible Workflows. LWDA (2019)
Eric Rietzke, Ralph Bergmann, Norbert Kuhn
ODD-BP - an Ontology- and Data-Driven Business Process Model. LWDA (2019)
Christian Zeyen, Lukas Malburg, Ralph Bergmann
Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning. ICCBR (2019)
Ralph Bergmann, Lisa Grumbach, Lukas Malburg, Christian Zeyen
ProCAKE: A Process-Oriented Case-Based Reasoning Framework. ICCBR Workshops (2019)
Stefan Ollinger, Lorik Dumani, Premtim Sahitaj, Ralph Bergmann, Ralf Schenkel
Same Side Stance Classification Task: Facilitating Argument Stance Classification by Fine-tuning a BERT Model. SSST@ArgMining@ACL (2019)
Patrick Klein, Ralph Bergmann
Generation of Complex Data for AI-based Predictive Maintenance Research with a Physical Factory Model. ICINCO (1) (2019)
Carsten Maletzki, Eric Rietzke, Lisa Grumbach, Ralph Bergmann, Norbert Kuhn
Utilizing Ontology-Based Reasoning to Support the Execution of Knowledge-Intensive Processes. Business Process Management Workshops (2019)
Ralph Bergmann, Mirko Lenz, Stefan Ollinger, Maximilian Pfister
Similarity Measures for Case-Based Retrieval of Natural Language Argument Graphs in Argumentation Machines. FLAIRS Conference (2019)
Patrick Klein, Lukas Malburg, Ralph Bergmann
Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning. ICCBR (2019)
Karsten Block, Simon Trumm, Premtim Sahitaj, Stefan Ollinger, Ralph Bergmann
Clustering of Argument Graphs Using Semantic Similarity Measures. KI (2019)
Christian Zeyen, Maximilian Hoffmann, Gilbert Müller, Ralph Bergmann
Considering Nutrients During the Generation of Recipes by Process-Oriented Case-Based Reasoning. ICCBR (2018)
Lisa Grumbach, Eric Rietzke, Markus Schwinn, Ralph Bergmann, Norbert Kuhn
SEMANAS - Semantic Support for Grant Application Processes. LWDA (2018)
Christian Zeyen, Gilbert Müller, Ralph Bergmann
A Conversational Approach to Process-oriented Case-based Reasoning. IJCAI (2018)
Lukas Malburg, Nicolas Münster, Christian Zeyen, Ralph Bergmann
Query Model and Similarity-Based Retrieval for Workflow Reuse in the Digital Humanities. LWDA (2018)
Daniel S. Lebherz, Christian Zeyen, Jan Hess, Ralph Bergmann, Ingo J. Timm, Thomas Burch, Vera Hildenbrandt, Claudine Moulin
Towards Scientific Workflows and Computer Simulation as a Method in Digital Humanities. INF-DH (2018)
Patrick Klein, Ralph Bergmann
Data Generation with a Physical Model to Support Machine Learning Research for Predictive Maintenance. LWDA (2018)
Ralph Bergmann, Ralf Schenkel, Lorik Dumani, Stefan Ollinger
ReCAP - Information Retrieval and Case-Based Reasoning for Robust Deliberation and Synthesis of Arguments in the Political Discourse. LWDA (2018)
Christian Zeyen, Ralph Bergmann
Towards an Interactive Workflow Modeling Assistance by Means of Case-Based Reasoning. LWDA (2018)
Gilbert Müller, Ralph Bergmann
Complexity-Aware Generation of Workflows by Process-Oriented Case-Based Reasoning. KI (2017)
Lisa Grumbach, Ralph Bergmann
Workflow Flexibility by Deviation by means of Constraint Satisfaction Problem Solving. LWDA (2017)
Lisa Grumbach, Ralph Bergmann
Using Constraint Satisfaction Problem Solving to Enable Workflow Flexibility by Deviation (Best Technical Paper). SGAI Conf. (2017)
Christian Zeyen, Gilbert Müller, Ralph Bergmann
Conversational Retrieval of Cooking Recipes. ICCBR (Workshops) (2017)
Eric Rietzke, Ralph Bergmann, Norbert Kuhn
Adaptive Business Process Visualization for a Data and Constraint-Based Workflow Approach. LWDA (2017)
Eric Rietzke, Ralph Bergmann, Norbert Kuhn
Semantically-Oriented Business Process Visualization for a Data and Constraint-Based Workflow Approach. Business Process Management Workshops (2017)
Christian Zeyen, Gilbert Müller, Ralph Bergmann
Conversational Process-Oriented Case-Based Reasoning. ICCBR (2017)
Gilbert Müller, Ralph Bergmann
Cooking Made Easy: On a Novel Approach to Complexity-Aware Recipe Generation. ICCBR (Workshops) (2017)
Ralph Bergmann, Mirjam Minor, Gilbert Müller, Pol Schumacher
Project EVER: Extraction and Processing of Procedural Experience Knowledge in Workflows. ICCBR (Workshops) (2017)
Mirjam Minor, Ralph Bergmann, Jan-Martin Müller, Alexander Spät
On the Transferability of Process-Oriented Cases. ICCBR (2016)

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Publication Activity (10 Years)

Top Topics

Top Venues

Ralph Bergmann