• DocumentCode
    3298721
  • Title

    A Novel Class of Generative Neural Networks

  • Author

    Garimella, Rama Murthy

  • Author_Institution
    Commun. & Networking Res. Centre, Int. Inst. of Inf. Technol., Hyderabad
  • Volume
    2
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    255
  • Lastpage
    259
  • Abstract
    In this research paper, along the lines of the goal of constructive neural networks, a novel neural network, as an alternative to Multi Layer Perceptron is proposed. Based on the idea of one step associative memories, a novel bidirectional one step associative memory is proposed. Also, an interconnected array of associative memories is proposed. Along the lines of logical basis of Hopfield neural network, two linear/non-linear dynamical systems are proposed.
  • Keywords
    multilayer perceptrons; Hopfield neural network; multilayer perceptron; step associative memories; Associative memory; Computer architecture; Computer networks; Error correction codes; Feedforward neural networks; Hopfield neural networks; Multilayer perceptrons; Network synthesis; Network topology; Neural networks; Neural Networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation, 2008. ICNC '08. Fourth International Conference on
  • Conference_Location
    Jinan
  • Print_ISBN
    978-0-7695-3304-9
  • Type

    conf

  • DOI
    10.1109/ICNC.2008.268
  • Filename
    4666996