International Papers Construction of Holistic Fuzzy Cognitive Maps Using Ontology Matching Method
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조회 348회 작성일 24-02-01 23:00
조회 348회 작성일 24-02-01 23:00
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| Journal | Expert Systems with Applications, 42, 5954-5962 |
|---|---|
| Name | Lee, D., Lee, H. |
| Year | 2015 |
Fuzzy Cognitive Map (FCM) is a powerful approach to
model the dynamics of complex systems, and has been applied in various fields,
such as psychology, education, engineering, and management. The construction of
FCMs has great importance for its application. The literature, however, takes
it for granted that Fuzzy Cognitive Maps allow for a simple aggregation of
domain knowledge from several experts without much considering holistic
approaches with semantic comparison of concepts.
This paper describes the method for constructing Fuzzy Cognitive Maps based on
the ontology matching approach in a holistic way. The ontology matching
technology through a series of proposed operations is used to find the alignment
between semantically related concepts and solves the semantic ambiguity
problem, thereby improving the experts-based FCM construction method. This
approach enhances the effective collaboration in the heterogeneous environment
of today’s internet-based world, and the proposed holistic FCMs also allows the
user to draw additional observations concerning the underlying system, which
are not available through the individual FCMs.