Evaluating quality of ontology-driven conceptual models abstractions

被引:0
|
作者
Romanenko, Elena [1 ]
Calvanese, Diego [1 ,2 ]
Guizzardi, Giancarlo [3 ]
机构
[1] Free Univ Bozen Bolzano, KRDB Res Ctr Knowledge & Data, Bolzano, Italy
[2] Umea Univ, Dept Comp Sci, Umea, Sweden
[3] Univ Twente, Semant Cybersecur & Serv SCS, Enschede, Netherlands
关键词
Conceptual model abstraction; Ontology-driven conceptual models; Quality evaluation of abstractions; Unified foundational ontology (UFO); FAIR model catalog; User studies in conceptual modeling; FOUNDATIONS;
D O I
10.1016/j.datak.2024.102342
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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 algorithm for producing ontology-driven conceptual model abstractions was previously proposed. In this paper, we empirically evaluate the quality of the abstractions produced by it. First, we have implemented and tested the last version of the algorithm over a FAIR catalog of models represented in the ontology-driven conceptual modeling language OntoUML. Second, we performed three user studies to evaluate the usefulness of the resulting abstractions as perceived by modelers. This paper reports on the findings of these experiments and reflects on how they can be exploited to improve the existing algorithm.
引用
收藏
页数:20
相关论文
共 50 条
  • [1] A FAIR catalog of ontology-driven conceptual models
    Sales, Tiago Prince
    Barcelos, Pedro Paulo F.
    Fonseca, Claudenir M.
    Souza, Isadora Valle
    Romanenko, Elena
    Bernabe, Cesar Henrique
    Santos, Luiz Olavo Bonino da Silva
    Fumagalli, Mattia
    Kritz, Joshua
    Almeida, Joao Paulo A.
    Guizzardi, Giancarlo
    DATA & KNOWLEDGE ENGINEERING, 2023, 147
  • [2] ExpO: Towards Explaining Ontology-Driven Conceptual Models
    Romanenko, Elena
    Calvanese, Diego
    Guizzardi, Giancarlo
    RESEARCH CHALLENGES IN INFORMATION SCIENCE, PT II, RCIS 2024, 2024, 514 : 20 - 28
  • [3] Ontology-driven conceptual modelling
    Guarino, N
    Schneider, L
    CONCEPTUAL MODELING - ER 2002, 2002, 2503 : 10 - 10
  • [4] Relations in Ontology-Driven Conceptual Modeling
    Fonseca, Claudenir M.
    Porello, Daniele
    Guizzardi, Giancarlo
    Almeida, Joao Paulo A.
    Guarino, Nicola
    CONCEPTUAL MODELING, ER 2019, 2019, 11788 : 28 - 42
  • [5] ONTOLOGY-DRIVEN CONCEPTUAL DOCUMENT CLASSIFICATION
    Pavlovic-Lazetic, Gordana
    Graovac, Jelena
    KDIR 2010: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND INFORMATION RETRIEVAL, 2010, : 383 - 386
  • [6] Abstracting Ontology-Driven Conceptual Models: Objects, Aspects, Events, and Their Parts
    Romanenko, Elena
    Calvanese, Diego
    Guizzardi, Giancarlo
    RESEARCH CHALLENGES IN INFORMATION SCIENCE, 2022, 446 : 372 - 388
  • [7] Events as Entities in Ontology-Driven Conceptual Modeling
    Almeida, Joao Paulo A.
    Falbo, Ricardo A.
    Guizzardi, Giancarlo
    CONCEPTUAL MODELING, ER 2019, 2019, 11788 : 469 - 483
  • [8] Ontology-driven conceptual modelling: Advanced concepts
    Guarino, N
    Schneider, L
    CONCEPTUAL MODELING - ER 2002, 2002, 2503 : 12 - 12
  • [9] Insights on the Use and Application of Ontology and Conceptual Modeling Languages in Ontology-Driven Conceptual Modeling
    Verdonck, Michael
    Gailly, Frederik
    CONCEPTUAL MODELING, ER 2016, 2016, 9974 : 83 - 97
  • [10] On significance of ontology quality in ontology-driven Web search
    Strasunskas, Darijus
    Tomassen, Stein L.
    EMERGING TECHNOLOGIES AND INFORMATION SYSTEMS FOR THE KNOWLEDGE SOCIETY, PROCEEDINGS, 2008, 5288 : 469 - +