Enabling representation learning in ontology-driven conceptual modeling using graph neural networks

SJ Ali, G Guizzardi, D Bork - International Conference on Advanced …, 2023 - Springer
Abstract Conceptual Models (CMs) are essential for information systems engineering since
they provide explicit and detailed representations of the subject domains at hand. Ontology …

[HTML][HTML] A FAIR catalog of ontology-driven conceptual models

TP Sales, PPF Barcelos, CM Fonseca, IV Souza… - Data & Knowledge …, 2023 - Elsevier
Multi-domain model catalogs serve as empirical sources of knowledge and insights about
specific domains, about the use of a modeling language's constructs, as well as about the …

[HTML][HTML] Consolidating economic exchange ontologies for financial reporting standard setting

I Blums, H Weigand - Data & Knowledge Engineering, 2023 - Elsevier
Several UFO grounded economic exchange ontologies have been developed in the last
decade, notably COFRIS, OntoREA, REA2, and ATE. An important question is whether they …

Inferring ontological categories of owl classes using foundational rules

PPF Barcelos, TP Sales, E Romanenko… - Formal Ontology in …, 2023 - ebooks.iospress.nl
Several efforts that leverage the tools of formal ontology (such as OntoClean, OntoUML, and
UFO) have demonstrated the fruitfulness of considering key metaproperties of classes in …

What Do Users Think About Abstractions of Ontology-Driven Conceptual Models?

E Romanenko, D Calvanese, G Guizzardi - International Conference on …, 2023 - Springer
In a previous paper, we proposed an algorithm for ontology-driven conceptual model
abstractions. We have implemented and tested this algorithm over a FAIR Catalog of such …

[HTML][HTML] Evaluating quality of ontology-driven conceptual models abstractions

E Romanenko, D Calvanese, G Guizzardi - Data & Knowledge Engineering, 2024 - Elsevier
The complexity of an (ontology-driven) conceptual model highly correlates with the
complexity of the domain and software for which it is designed. With that in mind, an …

Preserving conceptual model semantics in the forward engineering of relational schemas

GL Guidoni, JPA Almeida, G Guizzardi - Frontiers in Computer …, 2022 - frontiersin.org
Forward engineering relational schemas based on conceptual models (in languages such
as UML and ER) is an established practice, with several automated transformation …

Towards a gateway for knowledge graph schemas collection, analysis, and embedding

M Fumagalli, M Boffo, D Shi, M Bagchi… - arXiv preprint arXiv …, 2023 - arxiv.org
One of the significant barriers to the training of statistical models on knowledge graphs is the
difficulty that scientists have in finding the best input data to address their prediction goal. In …

Pattern discovery in conceptual models using frequent itemset mining

M Fumagalli, TP Sales, G Guizzardi - International Conference on …, 2022 - Springer
Patterns are recurrent structures that provide key insights for Conceptual Modeling.
Typically, patterns emerge from the repeated modeling practice in a given field. However …

A Lightweight Ontology for Enterprise Architecture Mining of API Gateway Logs

CR Pinheiro, SL Guerreiro, HS Mamede - IEEE Access, 2024 - ieeexplore.ieee.org
Enterprise Architecture (EA) is defined as a set of principles, methods, and models that
support the design of organizational structures, expressing the different concerns of a …