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The simplicial neural cell and its mixed-signal circuit implementation: an efficient neural-network architecture for
1Dept. of Appl. Electron. and Inf. Eng., Politehnic Inst. of Bucharest, Romania.
IEEE Transactions on Neural Networks
|February 5, 2008
Abstract:
This paper introduces a novel neural architecture which is capable of similar performance to any of the "classic" neural paradigms while having a very simple and efficient mixed-signal implementation which makes it a valuable candidate for intelligent signal processing in portable multimedia applications. The architecture and its realization circuit are described and the functional capabilities of the novel neural architecture called a simplicial neural cell are demonstrated for both regression and classification problems including nonlinear image filtering.
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