• DocumentCode
    2043244
  • Title

    A proposal for Multi-Purpose Fuzzy Cognitive Maps library for complex system modeling

  • Author

    Puheim, Michal ; Vascak, Jan ; Madarasz, Ladislav

  • Author_Institution
    Dept. of Cybern. & Artificial Intell., Tech. Univ. of Kosice, Kosice, Slovakia
  • fYear
    2015
  • fDate
    22-24 Jan. 2015
  • Firstpage
    175
  • Lastpage
    180
  • Abstract
    In this paper we explain the need for a new multi-purpose Fuzzy Cognitive Maps (FCM) library and offer its proposal. Within the paper we provide an overview of available tools and libraries along with their advantages and disadvantages. We use this information in order to build a list of necessary requirements for a new library. With these requirements in mind, we offer a proposal for a new FCM library. The proposed library aims provide flexibility and applicability for various use cases, from simple system prototyping to modeling and control of complex systems. In contrast to the most of the available FCM tools, it incorporates a built-in learning mechanisms for automated adaptation of the parameters of the map. An emphasis is placed on a simplicity of library deployment and ease of use.
  • Keywords
    cognitive systems; directed graphs; fuzzy logic; large-scale systems; FCM library; complex system control; complex system modeling; library deployment simplicity; multipurpose fuzzy cognitive maps library; system prototyping; Adaptation models; Fuzzy cognitive maps; Java; Libraries; MATLAB; Object oriented modeling; .NET framework; complex systems; fuzzy cognitive map; library; modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Applied Machine Intelligence and Informatics (SAMI), 2015 IEEE 13th International Symposium on
  • Conference_Location
    Herl´any
  • Type

    conf

  • DOI
    10.1109/SAMI.2015.7061871
  • Filename
    7061871