• DocumentCode
    768235
  • Title

    K-winners-take-all circuit with O(N) complexity

  • Author

    Urahama, K. ; Nagao, T.

  • Author_Institution
    Dept. of Comput. Sci. & Electron., Kyusyu Inst. of Technol., Fukuoka, Japan
  • Volume
    6
  • Issue
    3
  • fYear
    1995
  • fDate
    5/1/1995 12:00:00 AM
  • Firstpage
    776
  • Lastpage
    778
  • Abstract
    Presents a k-winners-take-all circuit that is an extension of the winner-take-all circuit by Lazzaro et al. (1989). The problem of selecting the largest k numbers is formulated as a mathematical programming problem whose solution scheme, based on the Lagrange multiplier method, is directly implemented on an analog circuit. The wire length in this circuit grows only linearly with the number of elements, and the circuit is more suitable for real-time processing than the Hopfield networks because the present circuit produces the solution almost instantaneously-in contrast to the Hopfield network, which requires transient convergence to the solution from a precise initial state. The selection resolution in the present circuit is, however, only finite in contrast to the almost infinite resolution in the Hopfield networks
  • Keywords
    analogue processing circuits; computational complexity; integer programming; neural chips; Lagrange multiplier method; O(N) complexity; analog circuit; k-winners-take-all circuit; mathematical programming problem; selection resolution; Circuits; Computer science; Equations; Joining processes; Lagrangian functions; Linear programming; MOSFETs; Mathematical programming; Voltage; Wire;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/72.377986
  • Filename
    377986