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Article type: Research Article
Authors: Pang, Kuoa | Lu, Yifanb | Xu, Lixianc | Yan, Weid | Zou, Lie; * | Lu, Mingyua; *
Affiliations: [a] Information Science and Technology College, Dalian Maritime University, Dalian, China | [b] School of Computer Science and Technology, Dalian University of Technology, Dalian, China | [c] School of Computing and Mathematics, Ulster University, Northern Ireland, UK | [d] Neusoft Institute of Modern Industry, Dalian Neusoft University of Information, Dalian, China | [e] School of Computer Science and Technology, Shandong Jianzhu University, Jinan, China
Correspondence: [*] Corresponding author. Li Zou, School of Computer Science and Technology, Shandong Jianzhu University, Jinan, China. Email: [email protected] and Mingyu Lu, Information Science and Technology College, Dalian Maritime University, Dalian, China. E-mail: [email protected].
Abstract: The research of object-oriented concept is one of the basic contents of formal concept analysis. To overcome the complexity of computing object-oriented concept, this paper proposes an Object-oriented Concept Acquisition model (OCA) based on attribute topology. The object-oriented attribute topology is first proposed to visualize the coupling relationship between attributes. Second, inspired by rough set theory, object-oriented attribute topology is transformed into rough object-oriented attribute topology. Furthermore, based on the weights of the edges in the rough object-oriented attribute topology, object-oriented concepts are obtained by finding reachable paths. Finally, examples and experiments are used to demonstrate the effectiveness of our proposed method.
Keywords: Formal concept analysis, object-oriented concept, rough object-oriented attribute topology, object-oriented concept acquisition
DOI: 10.3233/JIFS-233062
Journal: Journal of Intelligent & Fuzzy Systems, vol. 46, no. 3, pp. 5623-5633, 2024
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