Self-Organizing Quantum Neural Network

Ri‐Gui Zhou, Hongyuan Zheng, Nan Jiang, Ding Qiu-lin · The 2006 IEEE International Joint Conference on Neural Network Proceedings · 2006

This paper combines quantum computation with conventional artificial neural network theory to present a novel network - self-organizing quantum neural network (SOQNN) that can perform pattern classification self-organizationally and automatically through quantum competitive process. It does not need to prestore some given patterns but can classify input patterns with higher classification rapidity than that of classical neural networks(CNN).Further, SOQNN make the analogical pattern win easily in the next quantum competitive process by modifying the value of the quantum register(QR) corresponding to the pattern classified.

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