• DocumentCode
    3115707
  • Title

    Fourier Neural Network for machine learning

  • Author

    Shuang Liu

  • Author_Institution
    Sch. of Comput. Sci. & Eng., Hebei Univ. of Technol., Tianjin, China
  • Volume
    01
  • fYear
    2013
  • fDate
    14-17 July 2013
  • Firstpage
    285
  • Lastpage
    290
  • Abstract
    In this paper, a Fourier Neural Network (FNN), which specializes in regression and classification tasks is introduced, together with its weights initializing and training algorithm. Experiments conducted on various datasets show that the proposed model converges much faster than Multilayer Perceptron (MLP) and has equally good predicting accuracy and generalization ability.
  • Keywords
    Fourier analysis; data handling; learning (artificial intelligence); neural nets; pattern classification; regression analysis; FNN; Fourier neural network; MLP; datasets; machine learning; multilayer perceptron; pattern classification; regression analysis; Abstracts; Accuracy; Breast; Iris; Manganese; Neurons; Training; FNN; MLP; Supervised machine learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics (ICMLC), 2013 International Conference on
  • Conference_Location
    Tianjin
  • Type

    conf

  • DOI
    10.1109/ICMLC.2013.6890482
  • Filename
    6890482
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3115707