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Title: | Fuzzy Cognitive Maps reasoning with words based on triangular fuzzy numbers | Authors: | FRIAS DOMINGUEZ, Mabel Filiberto, Yaima NAPOLES RUIZ, Gonzalo García-Socarrás, Yadira VANHOOF, Koen Bello, Rafael |
Issue Date: | 2017 | Publisher: | Springer | Source: | Castro, Félix; Miranda-Jiménez, Sabino; González-Mendoza, Miguel (eds.). Advances in Soft Computing 16th Mexican International Conference on Artificial Intelligence, MICAI 2017, Enseneda, Mexico, October 23-28, 2017, Proceedings, Part I, p. 197-207. | Series/Report: | Lecture Notes in Artificial Intelligence | Series/Report no.: | 10632 | Abstract: | A pivotal difference between Artificial Neural Networks and Fuzzy Cognitive Maps (FCMs) is that the latter allow modeling a physical system in terms of concepts and causal relations, thus equipping the network with interpretability features. However, such components are normally described by quantitative terms, which may be difficult to handle by domain experts. In this paper, we explore a reasoning mechanism for FCMs based on the Computing with Words paradigm where numerical concepts and relations are replaced with linguistic terms. More explicitly, we include triangular fuzzy numbers into the qualitative reasoning process attached to our model, thus proving further interpretability and transparency. The simulations show the potential behind the symbolic reasoning mechanism proposed in this study. | Keywords: | Fuzzy cognitive maps; Computing with words; triangular fuzzy number; chondromalacia | Document URI: | http://hdl.handle.net/1942/25513 | ISBN: | 9783030028367 | DOI: | 10.1007/978-3-030-02837-4_16 | ISI #: | 000611394300016 | Category: | C1 | Type: | Proceedings Paper | Validations: | ecoom 2022 vabb 2020 |
Appears in Collections: | Research publications |
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File | Description | Size | Format | |
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mabel micai.pdf | Peer-reviewed author version | 436.71 kB | Adobe PDF | View/Open |
p 197-207 advances-in-soft-computing-2018.pdf Restricted Access | Published version | 886.31 kB | Adobe PDF | View/Open Request a copy |
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