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
Link To Document :
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