期刊
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING
卷 150, 期 -, 页码 229-241出版社
ELSEVIER SCIENCE INC
DOI: 10.1016/j.ijar.2022.08.017
关键词
Formal concept analysis; Three-way concept analysis; Multi-granularity; Object-induced three-way concept
资金
- National Natural Science Foundation of China [61976130]
This paper primarily focuses on a constructing approach to object-induced three-way concept lattices for multi-granularity formal contexts, and the experimental results demonstrate the effectiveness and advantages of the proposed method.
Three-way concept analysis is a research hotspot. Inspired by multi-scale information system, some scholars put forward and researched multi-granularity formal context. Most of the existing algorithms for constructing three-way concept lattice take care of the static formal contexts and can not deal with the multi-granularity formal context. To address this problem, this paper primarily focuses on a constructing approach to object-induced three-way concept (OE-concept) lattices for multi-granularity formal contexts. Firstly, transformation relationships between OE-concepts based on different granularities are researched. Secondly, the mutual transformation between OE-concept lattices under different granularities is proposed via these relationships, and then corresponding algorithms are proposed. Finally, several groups of datasets are selected from UCI for comparative experiments. Experimental results exhibit that our algorithms are more effective and advantageous than the latest construction algorithms. (c) 2022 Elsevier Inc. All rights reserved.
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