Bork, D., Ali, S. J., & Roelens, B. (2023). Conceptual Modeling and Artificial Intelligence: A Systematic Mapping Study. arXiv. https://doi.org/10.34726/11833
Conceptual Modeling; Artificial Intelligence; Systematic Mapping Study
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Abstract:
In conceptual modeling (CM), humans apply abstraction to represent excerpts of reality for means of understanding and communication, and processing by machines. Artificial Intelligence (AI) is applied to vast amounts of data to automatically identify patterns or classify entities. While CM produces comprehensible and explicit knowledge representations, the outcome of AI algorithms often lacks these qualities while being able to extract knowledge from large and unstructured representations. Recently, a trend toward intertwining CM and AI emerged. This systematic mapping study shows how this interdisciplinary research field is structured, which mutual benefits are gained by the intertwining, and future research directions.
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Research Areas:
Computer Science Foundations: 70% Computational System Design: 30%