English

Conceptual Modeling and Artificial Intelligence: A Systematic Mapping Study

Software Engineering 2023-03-14 v1 Artificial Intelligence

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.

Keywords

Cite

@article{arxiv.2303.06758,
  title  = {Conceptual Modeling and Artificial Intelligence: A Systematic Mapping Study},
  author = {Dominik Bork and Syed Juned Ali and Ben Roelens},
  journal= {arXiv preprint arXiv:2303.06758},
  year   = {2023}
}

Comments

27 pages

R2 v1 2026-06-28T09:13:08.835Z