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Mixed-signal VLSI implementation of the Products of Experts' contrastive divergence learning scheme | IEEE Conference Publication | IEEE Xplore

Mixed-signal VLSI implementation of the Products of Experts' contrastive divergence learning scheme


Abstract:

We present circuits and methods for the on-chip VLSI implementation of the "contrastive divergence" learning scheme used in the Product of Experts (PoE) architecture. A n...Show More

Abstract:

We present circuits and methods for the on-chip VLSI implementation of the "contrastive divergence" learning scheme used in the Product of Experts (PoE) architecture. A novel circuit changes a neuron's synaptic weight accurately and experimental results from its aVLSI implementation are given. Additional circuitry required to control the weight change circuit and to implement the learning rule on-chip is also presented.
Date of Conference: 25-28 May 2003
Date Added to IEEE Xplore: 20 June 2003
Print ISBN:0-7803-7761-3
Conference Location: Bangkok, Thailand

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