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
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