JOURNAL ARTICLE

Concept Similarity in Formal Concept Analysis with Many-Valued Contexts

Anna Formica

Year: 2021 Journal:   Computing and Informatics Vol: 40 (3)Pages: 469-488

Abstract

Formal Concept Analysis (FCA) is a mathematical framework which can also support critical activities for the development of the Semantic Web. One of them is represented by Similarity Reasoning, i.e., the identification of different concepts that are semantically close, that allows users to retrieve information on the Web more efficiently. In order to model uncertainty information, in this paper FCA with many-valued contexts is addressed, where attribute values are intervals, which is referred to as FCA with Interordinal scaling (IFCA). In particular, a method for evaluating concept similarity in IFCA is proposed, which is a problem that has not been adequately investigated, although the increasing interest in the literature in this topic.

Keywords:
Formal concept analysis Similarity (geometry) Computer science Semantic similarity Semantic Web Identification (biology) Multidimensional scaling Information retrieval Data mining Artificial intelligence Machine learning Algorithm

Metrics

4
Cited By
0.64
FWCI (Field Weighted Citation Impact)
41
Refs
0.73
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Rough Sets and Fuzzy Logic
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Neural Networks and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence

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