A Projection Rule for Complex‐Valued Associative Memory with Partial Connections
A Projection Rule for Complex‐Valued Associative Memory with Partial Connections
复制标题
具有部分连接的复值联想记忆的投影规则
DOI：
10.1002/tee.23200
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发表时间：
2020
影响因子：
1
通讯作者：
and N.Kamiura
中科院分区：
文献类型：
--
作者：
M.Tsuji;T.Isokawa;M.Kobayashi;N.Matsui;and N.Kamiura
投影规则是一种将模式嵌入Hopfield型联想记忆的强大学习方案，但它不能用于非全连接网络，如双向联想记忆。本文提出了一种新的投影规则，可以嵌入模式到部分连接的网络。通过数值实验对所提出的投影规则的适用性和性能进行了评估。实验结果表明，该方案在部分连通网络上有效，但嵌入能力不如全连通网络。它还表明，灰度图像可以嵌入和检索的网络。© 2020日本电气工程师协会。由Wiley期刊有限责任公司出版。
Projection rule is a powerful learning scheme for embedding patterns onto Hopfield‐type associative memories, but this cannot be used for non‐fully connected networks, such as bidirectional associative memory. This paper presents a novel type of Projection rule that can embed patterns onto partially connected networks. The applicability and performances of the proposed Projection rule are evaluated through numerical experiments. From experimental results, it is confirmed that the proposed scheme actually works on partially connected networks, though the embedding capability is not high with compared to the one in fully connected networks. It is also shown that gray‐scaled images can be embedded and retrieved in the networks. © 2020 Institute of Electrical Engineers of Japan. Published by Wiley Periodicals LLC.