• DocumentCode
    3401208
  • Title

    A Building-Block Approach to Hybrid Fuzzy Modeling

  • Author

    Vela, Mercedes Valdés ; Skarmeta, Antonio F Gómez ; Blaya, Juan A Botía

  • Author_Institution
    Departamento de Ingenieria de la Informacion y las Comunicaciones, Univ. de Murcia
  • fYear
    2005
  • fDate
    25-25 May 2005
  • Firstpage
    690
  • Lastpage
    695
  • Abstract
    In the last years, many authors have solved the data-driven fuzzy modeling (DDFM) problem by combining different techniques into hybrid strategies. Moreover, the hybridization in DDFM has demonstrated to be a successful approach. However, these combinations are made in an ad hoc manner and there exists a lack of mechanisms to make these combinations in an easy and unified manner. This work proposes a new DDFM reference model called METHOD starting from which frameworks for hybridization could be designed. This model offers the functionalities needed to seamlessly combine techniques as building blocks into hybrid strategies for DDFM tasks
  • Keywords
    fuzzy reasoning; fuzzy set theory; modelling; parameter estimation; DDFM problem; DDFM reference model; METHOD; building-block approach; data-driven fuzzy modeling; fuzzy inference systems; interaction schemes; Data mining; Fuzzy systems; Input variables; Parameter estimation; System identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2005. FUZZ '05. The 14th IEEE International Conference on
  • Conference_Location
    Reno, NV
  • Print_ISBN
    0-7803-9159-4
  • Type

    conf

  • DOI
    10.1109/FUZZY.2005.1452478
  • Filename
    1452478