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http://hdl.handle.net/1942/29753
Title: | Fuzzy Cognitive Modeling: Theoretical and Practical Considerations | Authors: | NAPOLES RUIZ, Gonzalo Salmeron, Jose L. Froelich, Wojciech Falcon, Rafael Espinosa, Maikel Leon VANHOENSHOVEN, Frank Bello, Rafael VANHOOF, Koen |
Issue Date: | 2020 | Publisher: | Springer, Singapore | Source: | Czarnowski, Ireneusz; Howlett, Robert J.; Jain, Lakhmi C. (Ed.). Intelligent Decision Technologies 2019, Springer, Singapore,p. 77-87 | Series/Report: | Smart Innovation, Systems and Technologies | Series/Report no.: | 142 | Abstract: | Fuzzy cognitive maps (FCMs) are knowledge-based neural systems comprised of causal relations and well-defined neural concepts. Since their inception three decades ago, FCMs have been used to model a myriad of problems. Despite the research progress achieved in this field, FCMs are still surrounded by important misconceptions that hamper their competitiveness in several scenarios. In this paper, we discuss some theoretical and practical issues to be taken into account when modeling FCM-based systems. Such issues range from the causality fallacy and the timing component to limited prediction horizon imposed by the network structure. The conclusion of this paper is that the FCM’s theoretical underpinnings need to be revamped in order to overcome these limitations. Closing the gap between FCMs and other neural network models seems to be the right path in that journey | Document URI: | http://hdl.handle.net/1942/29753 | Link to publication/dataset: | https://www.springer.com/gp/book/9789811383106 | ISBN: | 9789811383106 | DOI: | 10.1007/978-981-13-8311-3_7 | Rights: | Springer Nature Singapore Pte Ltd. 2020 2019 Springer Nature Switzerland AG. Part of Springer Nature | Category: | C1 | Type: | Proceedings Paper | Validations: | vabb 2022 |
Appears in Collections: | Research publications |
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manuscript.pdf Restricted Access | Peer-reviewed author version | 258.05 kB | Adobe PDF | View/Open Request a copy |
10.1007@978-981-13-8311-37.pdf Restricted Access | Published version | 199.47 kB | Adobe PDF | View/Open Request a copy |
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