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  • 标题:Complex-Valued Associative Memories with Projection and Iterative Learning Rules
  • 本地全文:下载
  • 作者:Teijiro Isokawa ; Hiroki Yamamoto ; Haruhiko Nishimura
  • 期刊名称:Journal of Artificial Intelligence and Soft Computing Research
  • 电子版ISSN:2083-2567
  • 出版年度:2018
  • 卷号:8
  • 期号:3
  • 页码:237-249
  • DOI:10.1515/jaiscr-2018-0015
  • 出版社:Walter de Gruyter GmbH
  • 摘要:In this paper, we investigate the stability of patterns embedded as the associative memory distributed on the complex-valued Hopfield neural network, in which the neuron states are encoded by the phase values on a unit circle of complex plane. As learning schemes for embedding patterns onto the network, projection rule and iterative learning rule are formally expanded to the complex-valued case. The retrieval of patterns embedded by iterative learning rule is demonstrated and the stability for embedded patterns is quantitatively investigated.
  • 关键词:complex-valued neural networks ; associative memory ; projection
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