Hierarchical structure analysis of linguistic expressions using concept lattice

  • Kuo Pang
  • , Luis Martínez
  • , J. Liu
  • , Li Zou
  • , Mingyu Lu

Research output: Contribution to journalArticlepeer-review

Abstract

Computing with words has proven to be a valuable tool for directly processing linguistic information. However, due to the different states of objects at different times or places, how to dynamically obtain the relations and hierarchical structures of linguistic expressions in different contexts is always a challenge. This paper proposes a computing with linguistic expressions (CWLE) model based on linguistic concept lattices to address this challenge. To handle uncertainty in linguistic expressions, interval type-2 fuzzy sets are first employed to model them, with an initial order established via the centroid mean, enabling flexible adaptation to varied contexts. Second, the linguistic label formal context automates fuzzy set generation, while a fuzzy linguistic-valued lattice is constructed based on the similarity and hierarchical relationships among linguistic expressions. In addition, a hierarchical generation algorithm further captures complex contextual relationships. Finally, comparative analysis demonstrates the CWLE model’s effectiveness in accurately representing the hierarchical structure of linguistic expressions.
Original languageEnglish
Article number125342
Pages (from-to)5441-5464
Number of pages24
JournalInternational Journal of Machine Learning and Cybernetics
Volume16
Issue number9
Early online date18 Mar 2025
DOIs
Publication statusPublished (in print/issue) - 30 Sept 2025

Bibliographical note

Publisher Copyright:
© The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2025.

Funding

This work was supported by the National Natural Science Foundation of China (Nos. 62372077, 62176142), and Basic Innovative Research Cultivation Program of Yanshan University (No. 2024LGQN009).

FundersFunder number
National Natural Science Foundation of China62372077, 62176142
National Natural Science Foundation of China
Yanshan University2024LGQN009

    Keywords

    • Computing with words
    • Concept lattice
    • Interval type-2 fuzzy set
    • Linguistic representation model

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