Conceptual Modeling and Artificial Intelligence: A Systematic Mapping Study
March 12, 2023 Β· Declared Dead Β· π arXiv.org
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Authors
Dominik Bork, Syed Juned Ali, Ben Roelens
arXiv ID
2303.06758
Category
cs.SE: Software Engineering
Cross-listed
cs.AI
Citations
8
Venue
arXiv.org
Last Checked
4 months ago
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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