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    Fuzzy cognitive modeling: Theoretical and practical considerations

    Autor: 
    Nápoles, Gonzalo
    ;
    Salmerón, José L (1)
    ;
    Froelich, Wojciech
    ;
    Falćon, Rafael
    ;
    León Espinosa, Maikel
    ;
    Vanhoenshoven, Frank
    ;
    Bello, Rafael
    ;
    Vanhoof, Koen
    Fecha: 
    2019
    Palabra clave: 
    complex systems; fuzzy cognitive maps; interpretability; neural cognitive modeling; simulation; Scopus(2)
    Tipo de Ítem: 
    bookPart
    URI: 
    https://reunir.unir.net/handle/123456789/10557
    DOI: 
    https://doi.org/10.1007/978-981-13-8311-3_7
    Dirección web: 
    https://link.springer.com/chapter/10.1007%2F978-981-13-8311-3_7
    Resumen:
    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.
    Descripción: 
    Capítulo del libro "Czarnowski I., Howlett R., Jain L. (eds) Intelligent Decision Technologies 2019. Smart Innovation, Systems and Technologies, vol 142. Springer, Singapore"
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