Research

AAAI 2011 Spring Symposium – Artificial Intelligence for Business Agility – March 21-23 at Stanford University, California USA

I am particularly interested in natural and artificial intelligence in an organisational environment. Consequently, my research is centred on (business) information systems supporting business processes in organisations and enterprises. In this manner, I regard information systems as communication, cooperation and partnership among humans and technology. My research is design science or action research-based, where I investigate how we can design information systems in a way that they provide a cognitive fit to human participants. To provide such an adequate and ideal situation, I focus on learning, knowledge, communication, modelling and digitalisation, including artificial intelligence covering machine learning and knowledge representation. My primary research topics are:

  • Artificial Intelligence: Case-based Reasoning and Machine Learning, Enterprise Knowledge Graphs and Representation, Enterprise Ontologies, Semantic AI/Web, Conversational AI including Chatbots and Dialogue Systems and Natural Language Processing (NLP).
  • Modelling: Business Processes and Workflows, Cognitive Fit, Mental Models, Agile Processes Mining and Knowledge Management and Engineering.

Publications

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  2024 (1)
Semantic Verification in Large Language Model-based Retrieval Augmented Generation. Martin, A.; Witschel, H. F.; Mandl, M.; and Stockhecke, M. In volume In Press, Stanford University, California, USA, 2024. AAAI Press
link   bibtex   1 download  
  2023 (9)
Proceedings of the AAAI 2023 Spring Symposium on Challenges Requiring the Combination of Machine Learning and Knowledge Engineering (AAAI-MAKE 2023). Martin, A.; Fill, H.; Gerber, A.; Hinkelmann, K.; Lenat, D.; Stolle, R.; and van Harmelen, F., editors. Volume 3433 CEUR-WS.org, 2023.
Proceedings of the AAAI 2023 Spring Symposium on Challenges Requiring the Combination of Machine Learning and Knowledge Engineering (AAAI-MAKE 2023) [link]Paper   link   bibtex   1 download  
Hybride Konversations-KI für intelligente Tutoring-Systeme. Martin, A.; and Witschel, H. F. In Luzern, January 2023. Verein Higher Education Management HEM
link   bibtex   2 downloads  
Visualisierung von Mustern für hybrides Lernen und Reasoning mit menschlicher Beteiligung. Witschel, H. F.; Pande, C.; Martin, A.; Laurenzi, E.; and Hinkelmann, K. In Dornberger, R., editor(s), Neue Trends in Wirtschaftsinformatik und eingesetzte Technologien, pages 205–217. Springer International Publishing, Cham, 2023.
Visualisierung von Mustern für hybrides Lernen und Reasoning mit menschlicher Beteiligung [link]Paper   doi   link   bibtex   abstract   1 download  
AAAI-MAKE 2023 - Opening Talk. Martin, A. AAAI Spring Symposium on Challenges Requiring the Combination of Machine Learning and Knowledge Engineering (AAAI-MAKE 2023). March 2023. Place: Hyatt Regency, San Francisco Airport, California, USA
AAAI-MAKE 2023 - Opening Talk [link]Paper   doi   link   bibtex   abstract  
A Flexible, Extendable and Adaptable Model to Support AI Coaching. Duhan, R.; Pande, C.; and Martin, A. In Hinkelmann, K.; López-Pellicer, F. J; and Polini, A., editor(s), Perspectives in Business Informatics Research, pages 172–187. Springer Nature Switzerland, Cham, 2023.
A Flexible, Extendable and Adaptable Model to Support AI Coaching [link]Paper   doi   link   bibtex   abstract   1 download  
AAAI‐MAKE 2023: Challenges requiring the combination of machine learning and knowledge engineering. Martin, A. AI Magazine, 44(2): 204–205. June 2023. Publisher: John Wiley & Sons, Ltd
AAAI‐MAKE 2023: Challenges requiring the combination of machine learning and knowledge engineering [link]Paper   doi   link   bibtex  
Towards Hybrid Dialog Management Strategies for a Health Coach Chatbot. Pande, C.; Martin, A.; and Pimmer, C. In Martin, A.; Fill, H.; Gerber, A.; Hinkelmann, K.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2023 Spring Symposium on Challenges Requiring the Combination of Machine Learning and Knowledge Engineering (AAAI-MAKE 2023), 2023. CEUR-WS.org
Towards Hybrid Dialog Management Strategies for a Health Coach Chatbot [link]Paper   link   bibtex  
Challenges Requiring the Combination of Machine Learning and Knowledge Engineering. Martin, A. In Martin, A.; Fill, H.; Gerber, A.; Hinkelmann, K.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2023 Spring Symposium on Challenges Requiring the Combination of Machine Learning and Knowledge Engineering (AAAI-MAKE 2023), 2023. CEUR-WS.org
Challenges Requiring the Combination of Machine Learning and Knowledge Engineering [link]Paper   link   bibtex  
The Conversational AI Life-Cycle - Version 2. Martin, A. . April 2023.
The Conversational AI Life-Cycle - Version 2 [link]Paper   doi   link   bibtex  
  2022 (6)
Proceedings of the AAAI 2022 Spring Symposium on Machine Learning and Knowledge Engineering for Hybrid Intelligence (AAAI-MAKE 2022), Stanford University, Palo Alto, California, USA, March 21-23, 2022. Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editors. Volume 3121 CEUR-WS.org, 2022.
Proceedings of the AAAI 2022 Spring Symposium on Machine Learning and Knowledge Engineering for Hybrid Intelligence (AAAI-MAKE 2022), Stanford University, Palo Alto, California, USA, March 21-23, 2022 [link]Paper   link   bibtex  
New Hybrid Techniques for Business Recommender Systems. Pande, C.; Witschel, H. F.; and Martin, A. Applied Sciences, 12(10). 2022.
New Hybrid Techniques for Business Recommender Systems [link]Paper   doi   link   bibtex   abstract  
Reports of the Association for the Advancement of Artificial Intelligence’s 2022 Spring Symposium Series. Adler, A.; Crandall, J. W.; Goodrich, M. A.; Hinkelmann, K.; Kejriwal, M.; Kildebeck, E.; Martin, A.; and Shrivastava, A. Interactive AI Magazine, Association for the Advancement of Artificial Intelligence (AAAI). 2022.
Reports of the Association for the Advancement of Artificial Intelligence’s 2022 Spring Symposium Series [link]Paper   link   bibtex  
Business Recommender Systems. Pande, C.; Witschel, H. F.; and Martin, A. June 2022.
Business Recommender Systems [link]Paper   link   bibtex  
AAAI-MAKE 2022: Machine Learning and Knowledge Engineering for Hybrid Intelligence. Martin, A.; and Hinkelmann, K. In Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2022 Spring Symposium on Machine Learning and Knowledge Engineering for Hybrid Intelligence (AAAI-MAKE 2022), pages 1, Palo Alto, California, USA, 2022. CEUR-WS.org
AAAI-MAKE 2022: Machine Learning and Knowledge Engineering for Hybrid Intelligence [link]Paper   link   bibtex  
A Learning Tracker using Digital Biomarkers for Autistic Preschoolers. Sandhu, G.; Kilburg, A.; Martin, A.; Pande, C.; Witschel, H. F.; Laurenzi, E.; and Billing, E. In Hinkelmann, K.; and Gerber, A., editor(s), Proceedings of the Society 5.0 Conference 2022 - Integrating Digital World and Real World to Resolve Challenges in Business and Society, volume 84, pages 219–230, 2022. EasyChair Series Title: EPiC Series in Computing ISSN: 2398-7340
A Learning Tracker using Digital Biomarkers for Autistic Preschoolers [link]Paper   doi   link   bibtex  
  2021 (7)
Proceedings of the AAAI 2021 Spring Symposium on Combining Machine Learning and Knowledge Engineering (AAAI-MAKE 2021), Stanford University, Palo Alto, California, USA, March 22-24, 2021. Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editors. Volume 2846 CEUR-WS.org, 2021.
Proceedings of the AAAI 2021 Spring Symposium on Combining Machine Learning and Knowledge Engineering (AAAI-MAKE 2021), Stanford University, Palo Alto, California, USA, March 22-24, 2021 [link]Paper   link   bibtex   1 download  
New Hybrid Techniques for Business Recommender Systems (Preprint). Pande, C.; Witschel, H. F.; and Martin, A. September 2021.
New Hybrid Techniques for Business Recommender Systems (Preprint) [link]Paper   link   bibtex   abstract  
Visualization of Patterns for Hybrid Learning and Reasoning with Human Involvement. Witschel, H. F.; Pande, C.; Martin, A.; Laurenzi, E.; and Hinkelmann, K. In Dornberger, R., editor(s), New Trends in Business Information Systems and Technology: Digital Innovation and Digital Business Transformation, pages 193–204. Springer International Publishing, Cham, 2021.
Visualization of Patterns for Hybrid Learning and Reasoning with Human Involvement [link]Paper   doi   link   bibtex   abstract  
Reports of the Association for the Advancement of Artificial Intelligence’s 2021 Spring Symposium Series. Adler, A.; Amato, C.; Caceres, R.; Darve, E.; Fill, H.; Greidinger, S.; Greiner, R.; Hinkelmann, K.; Kumar, N.; Lee, J.; Liu, Z.; Llinas, J.; Martin, A.; Nallur, V.; Eslami, M.; Oliehoek, F. A; Omidshafiei, S.; Puri, R.; Rahimi, S.; Rao, A.; Sabanovic, S.; Tuyls, K.; Xiao, X.; Yaman, F.; and Zhai, X. Interactive AI Magazine, Association for the Advancement of Artificial Intelligence (AAAI). 2021.
Reports of the Association for the Advancement of Artificial Intelligence’s 2021 Spring Symposium Series [link]Paper   link   bibtex  
Hybrid Conversational AI for Intelligent Tutoring Systems. Pande, C.; Witschel, H. H. F.; Martin, A.; and Montecchiari, D. In Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2021 Spring Symposium on Combining Machine Learning and Knowledge Engineering (AAAI-MAKE 2021), volume 2846, Palo Alto, California, USA, 2021. CEUR-WS.org ISSN: 16130073
Hybrid Conversational AI for Intelligent Tutoring Systems [link]Paper   link   bibtex   abstract   1 download  
ChEdventure - A Chatbot-based Educational Adventure Game for Modeling Tasks in Information Systems. Pande, C.; Witschel, H. F.; and Martin, A. In CONVERSATIONS 2021 – the 5th International Workshop on Chatbot Research, 2021.
ChEdventure - A Chatbot-based Educational Adventure Game for Modeling Tasks in Information Systems [link]Paper   link   bibtex   abstract  
AAAI-MAKE 2021: Combining Machine Learning and Knowledge Engineering. Martin, A.; and Hinkelmann, K. In Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2021 Spring Symposium on Combining Machine Learning and Knowledge Engineering (AAAI-MAKE 2021), pages 1, Palo Alto, California, USA, 2021. CEUR-WS.org
AAAI-MAKE 2021: Combining Machine Learning and Knowledge Engineering [link]Paper   link   bibtex  
  2020 (4)
Proceedings of the AAAI 2020 Spring Symposium on Combining Machine Learning and Knowledge Engineering in Practice, AAAI-MAKE 2020, Palo Alto, CA, USA, March 23-25, 2020, Volume I. Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editors. Volume 2600 CEUR-WS.org, 2020.
Proceedings of the AAAI 2020 Spring Symposium on Combining Machine Learning and Knowledge Engineering in Practice, AAAI-MAKE 2020, Palo Alto, CA, USA, March 23-25, 2020, Volume I [link]Paper   link   bibtex   1 download  
Towards AI-based Solutions in the System Development Lifecycle. Jüngling, S.; Peraic, M.; and Martin, A. In Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2020 Spring Symposium on Combining Machine Learning and Knowledge Engineering in Practice (AAAI-MAKE 2020) - Volume I, pages 6, Palo Alto, California, USA, 2020. CEUR-WS.org
Towards AI-based Solutions in the System Development Lifecycle [link]Paper   link   bibtex  
Combining Machine Learning and Knowledge Engineering in Practice (AAAI-MAKE 2020) - Volume I: Spring Symposium. Martin, A.; and Hinkelmann, K. In Martin, A.; Hinkelmann, K.; Fill, H.; Gerber, A.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2020 Spring Symposium on Combining Machine Learning and Knowledge Engineering in Practice (AAAI-MAKE 2020) - Volume I, pages 1, Palo Alto, California, USA, 2020. CEUR-WS.org
Combining Machine Learning and Knowledge Engineering in Practice (AAAI-MAKE 2020) - Volume I: Spring Symposium [link]Paper   link   bibtex   1 download  
ArchiMEO: A Standardized Enterprise Ontology based on the ArchiMate Conceptual Model. Hinkelmann, K.; Laurenzi, E.; Martin, A.; Montecchiari, D.; Spahic, M.; and Thönssen, B. In Proceedings of the 8th International Conference on Model-Driven Engineering and Software Development, pages 417–424, 2020. SCITEPRESS - Science and Technology Publications
ArchiMEO: A Standardized Enterprise Ontology based on the ArchiMate Conceptual Model [link]Paper   doi   link   bibtex   abstract  
  2019 (6)
Proceedings of the AAAI 2019 Spring Symposium on Combining Machine Learning with Knowledge Engineering (AAAI-MAKE 2019), Stanford University, Palo Alto, California, USA, March 25-27, 2019. Martin, A.; Hinkelmann, K.; Gerber, A.; Lenat, D.; van Harmelen, F.; and Clark, P., editors. Volume 2350 CEUR-WS.org, 2019.
Proceedings of the AAAI 2019 Spring Symposium on Combining Machine Learning with Knowledge Engineering (AAAI-MAKE 2019), Stanford University, Palo Alto, California, USA, March 25-27, 2019 [link]Paper   link   bibtex  
The Conversational AI Life-Cycle. Martin, A. . April 2019.
The Conversational AI Life-Cycle [link]Paper   doi   link   bibtex  
Towards An Assistive and Pattern Learning-driven Process Modeling Approach. Laurenzi, E.; Hinkelmann, K.; Jüngling, S.; Montecchiari, D.; Pande, C.; and Martin, A. In Martin, A.; Hinkelmann, K.; Gerber, A.; Lenat, D.; Harmelen, F. v.; and Clark, P., editor(s), Proceedings of the AAAI 2019 Spring Symposium on Combining Machine Learning with Knowledge Engineering (AAAI-MAKE 2019), volume 2350, pages 6, Palo Alto, California, USA, 2019. CEUR-WS.org ISSN: 16130073
Towards An Assistive and Pattern Learning-driven Process Modeling Approach [link]Paper   link   bibtex   abstract  
Reports of the AAAI 2019 Spring Symposium Series. Baldini, I.; Barrett, C.; Chella, A.; Cinelli, C.; Gamez, D.; Gilpin, L.; Hinkelmann, K.; Holmes, D.; Kido, T.; Kocaoglu, M.; Lawless, W.; Lomuscio, A.; Macbeth, J.; Martin, A.; Mittu, R.; Patterson, E.; Sofge, D.; Tadepalli, P.; Takadama, K.; and Wilson, S. AI Magazine, 40(3): 59–66. September 2019.
Reports of the AAAI 2019 Spring Symposium Series [link]Paper   doi   link   bibtex   abstract  
Preface: Combining Machine Learning with Knowledge Engineering (AAAI-MAKE 2019). Martin, A.; Hinkelmann, K.; Gerber, A.; Lenat, D.; van Harmelen, F.; and Clark, P. In Martin, A.; Hinkelmann, K.; Gerber, A.; Lenat, D.; Harmelen, F. v.; and Clark, P., editor(s), Proceedings of the AAAI 2019 Spring Symposium on Combining Machine Learning with Knowledge Engineering (AAAI-MAKE 2019), pages 1, Palo Alto, California, USA, 2019. CEUR-WS.org
Preface: Combining Machine Learning with Knowledge Engineering (AAAI-MAKE 2019) [link]Paper   link   bibtex  
Learning and Engineering Similarity Functions for Business Recommenders. Witschel, H. H. F.; and Martin, A. In Martin, A.; Hinkelmann, K.; Gerber, A.; Lenat, D.; Harmelen, F. v.; and Clark, P., editor(s), Proceedings of the AAAI 2019 Spring Symposium on Combining Machine Learning with Knowledge Engineering (AAAI-MAKE 2019), volume 2350, pages 6, Palo Alto, California, USA, 2019. CEUR-WS.org ISSN: 16130073
Learning and Engineering Similarity Functions for Business Recommenders [link]Paper   link   bibtex   abstract   1 download  
  2018 (4)
Ontology-Based Metamodeling. Hinkelmann, K.; Laurenzi, E.; Martin, A.; and Thönssen, B. In Dornberger, R., editor(s), Business Information Systems and Technology 4.0: New Trends in the Age of Digital Change, pages 177–194. Springer International Publishing, Cham, 2018.
Ontology-Based Metamodeling [link]Paper   doi   link   bibtex   abstract  
Case-Based Reasoning for Process Experience. Martin, A.; and Hinkelmann, K. In Dornberger, R., editor(s), Business Information Systems and Technology 4.0: New Trends in the Age of Digital Change, pages 47–63. Springer International Publishing, Cham, 2018.
Case-Based Reasoning for Process Experience [link]Paper   doi   link   bibtex   abstract  
Training and Re-using Human Experience: A Recommender for More Accurate Cost Estimates in Project Planning. Von Rohr, C. R.; Witschel, H. F.; and Martin, A. In Proceedings of the 10th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, volume 3, pages 52–62, 2018. INSTICC
Training and Re-using Human Experience: A Recommender for More Accurate Cost Estimates in Project Planning [link]Paper   doi   link   bibtex   abstract  
Random Walks on Human Knowledge: Incorporating Human Knowledge into Data-Driven Recommenders. Witschel, H. H. F.; and Martin, A. In Proceedings of the 10th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, volume 3, pages 63–72, 2018. INSTICC
Random Walks on Human Knowledge: Incorporating Human Knowledge into Data-Driven Recommenders [link]Paper   doi   link   bibtex   abstract   1 download  
  2017 (2)
A viewpoint-based case-based reasoning approach utilising an enterprise architecture ontology for experience management. Martin, A.; Emmenegger, S.; Hinkelmann, K.; and Thönssen, B. Enterprise Information Systems, 11(4): 551–575. April 2017.
A viewpoint-based case-based reasoning approach utilising an enterprise architecture ontology for experience management [link]Paper   doi   link   bibtex   abstract  
An Ontology-based and Case-based Reasoning supported Workplace Learning Approach. Emmenegger, S.; Hinkelmann, K.; Laurenzi, E.; Martin, A.; Thönssen, B.; Witschel, H. H. F.; and Zhang, C. In Model-Driven Engineering and Software Development, Communications in Computer and Information Science (CCIS), In Press, volume 692, pages 23. Springer Berlin / Heidelberg, 2017. ISSN: 18650929
An Ontology-based and Case-based Reasoning supported Workplace Learning Approach [link]Paper   doi   link   bibtex   abstract  
  2016 (2)
A combined Case-Based Reasoning and Process Execution Approach for Knowledge-Intensive Work. Martin, A. Ph.D. Thesis, University of South Africa, 2016.
A combined Case-Based Reasoning and Process Execution Approach for Knowledge-Intensive Work [link]Paper   link   bibtex   abstract   3 downloads  
A Case Modelling Language for Process Variant Management in Case-Based Reasoning. Cognini, R.; Hinkelmann, K.; and Martin, A. In Reichert, M.; and Reijers, A H., editor(s), Business Process Management Workshops: BPM 2015, 13th International Workshops, AdaptiveCM 2015: 4th International Workshop on Adaptive Case Management and other non-workflow approaches to BPM, Innsbruck, Austria, August 31 – September 3, 2015, Revised Pa, pages 30–42. Springer International Publishing, Cham, 2016.
A Case Modelling Language for Process Variant Management in Case-Based Reasoning [link]Paper   doi   link   bibtex   1 download  
  2015 (1)
A new Retrieval Function for Ontology-Based Complex Case Descriptions. Witschel, H. F.; Martin, A.; Emmenegger, S.; and Lutz, J. In International Workshop Case-Based Reasoning CBR-MD 2015, Hamburg, 2015. ibai-publishing
link   bibtex   abstract  
  2013 (2)
Integrating an enterprise architecture ontology in a case-based reasoning approach for project knowledge. Martin, A.; Emmenegger, S.; and Wilke, G. In Proceedings of the First International Conference on Enterprise Systems: ES 2013, pages 1–12, Cape Town, November 2013. IEEE
Integrating an enterprise architecture ontology in a case-based reasoning approach for project knowledge [link]Paper   doi   link   bibtex  
Wissensarbeit ist nicht Routinearbeit. Martin, A. UnternehmerZeitung (UZ),32–33. 2013.
Wissensarbeit ist nicht Routinearbeit [link]Paper   link   bibtex   abstract  
  2011 (2)
Mining of Agile Business Processes. Brander, S.; Hinkelmann, K.; Martin, A.; and Thönssen, B. In 2011 AAAI Spring Symposium Series, volume SS-11-03, pages 9–14, 2011.
Mining of Agile Business Processes [link]Paper   link   bibtex   abstract  
Refining Process Models through the Analysis of Informal Work Practice. Brander, S.; Hinkelmann, K.; Hu, B.; Martin, A.; Riss, U. U.; Thönssen, B.; and Witschel, H. F. In Rinderle-Ma, S.; Toumani, F.; and Wolf, K., editor(s), Business Process Management, volume 6896, pages 116–131, 2011. Springer Berlin / Heidelberg Series Title: Lecture Notes in Computer Science ISSN: 03029743
Refining Process Models through the Analysis of Informal Work Practice [link]Paper   doi   link   bibtex   abstract  
  2010 (3)
Linked Enterprise Models and Objects providing Context and Content for creating Metadata. Martin, A. 2010. Pages: 133
link   bibtex   abstract  
Agile Process Execution with KISSmir. Martin, A.; and Brun, R. In 5th International Workshop on Semantic Business Process Management collocated with 7th Extended Semantic Web Conference, volume 682, Heraklion, Greece, 2010. ISSN: 16130073
link   bibtex   abstract  
A Collaborative Approach to Maturing Process-related Knowledge. Witschel, H. F.; Hu, B.; Riss, U. V. U.; Thönssen, B.; Brun, R.; Martin, A.; and Hinkelmann, K. In In Proceedings of the 8th International Conference on Business Process Management, volume 6336 LNCS, New York, USA, 2010. Springer ISSN: 16113349
doi   link   bibtex   abstract  
  2009 (2)
Support Knowledge Intensive Work with Semantic Technologies. Brun, R.; and Martin, A. In International Business Informatics Challenge and Conference 2009, Dublin, Ireland, 2009.
link   bibtex   abstract  
Applying Organizational Learning to Enterprise Knowledge Maturing. Martin, A.; and Brun, R. In Proceedings of IKNOW ’09 and ISEMANTICS ’09, pages 39–50, Graz, Austria, 2009.
link   bibtex   abstract  
  2008 (1)
Evaluation eines Petri-Netz/XPDL-basierten Ansatzes zur Implementierung von Geschäftsprozessen. Martin, A. 2008.
Evaluation eines Petri-Netz/XPDL-basierten Ansatzes zur Implementierung von Geschäftsprozessen [link]Paper   link   bibtex   abstract