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Beyond PDP: The Frequency Modulation Neural Network Architecture

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Proceedings of the Eleventh International Joint Conference on Artificial Intelligence. Parallel and Distributed Processing. Pages 186-191.

Abstract

This paper proposes the Frequency Modulation Neural Network as an alternative to current neuralnet models. This proposal is for an architecture of a heterogeneous neural-network in which information is propagated using frequency modulation of pulses oscillated by groups of neurons. The FMNN model enables operations including variable-binding, sequential recognitions and predictions. The use of FM signals for communication among neural clusters also enables the model to avoid communication bottlenecks arising in most massively parallel computer architectures.

Hideto Tomabechi, and Hiroaki Kitano. 1989. Beyond PDP: The Frequency Modulation Neural Network Architecture. In Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, IJCAI-89. IJCAI, 186–191. https://ijcai.org/proceedings/1989/30
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