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A Performance Model for Multilayer Neural Networks in Linear Arrays
December 1994 (vol. 5 no. 12)
pp. 1322-1328

An analytical model is presented for assessing the performance of multilayer neuralnetworks implemented in linear arrays. Metrics to assess latency, throughput rate, andcomputational and input-output bandwidth are developed. These metrics demonstrate arich and complex interaction between the performance of the hardware and the numberand relative dimensions of the layers in a network. Practical illustration of the use ofthese metrics is demonstrated for a two-hidden-layer network.

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Index Terms:
Index Termsfeedforward neural nets; systolic arrays; performance evaluation; multilayer perceptrons;performance model; multilayer neural networks; linear arrays; latency; throughput rate;input-output bandwidth; performance; two-hidden-layer network
Citation:
D. Naylor, S. Jones, "A Performance Model for Multilayer Neural Networks in Linear Arrays," IEEE Transactions on Parallel and Distributed Systems, vol. 5, no. 12, pp. 1322-1328, Dec. 1994, doi:10.1109/71.334906
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