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This paper presents a novel pipelined architecture of the competitive learning (CL) algorithm with k-winners-take-all activation. The architecture employs a codeword swapping scheme so that neurons failing the competition for a training vector are immediately available for the competitions for the subsequent training vectors. An efficient pipeline architecture is then designed based on the codeword...
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