普通和循环Hopfield网络的动力学:新主题

2017 IEEE 7th International Advance Computing Conference (IACC) Pub Date : 1900-01-01 DOI:10.1109/IACC.2017.0017

Siva Prasad Raju Bairaju, R. Garimella, A. Jha, Anil Rayala

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引用次数: 3

摘要

本文探讨了与Hopfield网络相关的几个有趣的主题，并得出了具体的结果。例如，收敛在部分并行模式下运行，收敛时突触权矩阵，W是行对角占优的情况。研究了伴矩阵为W的结构化递归Hopfield网络。研究了激活函数为阶跃函数、状态空间为非对称超立方体时的动力学特性。最后给出了几个实验结果。

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Dynamics of Ordinary and Recurrent Hopfield Networks: Novel Themes

In this research paper several interesting themes related to Hopfield network are explored and concrete results are derived. For instance, convergence in partial parallel mode of operation, convergence when synaptic weight matrix, W is row diagonally dominant case. Also, structured recurrent Hopfield network with companion matrix as W is studied. The dynamics when the activation function is a step function, the state space is asymmetric hypercube are also studied. Finally several experimental results are derived.

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2017 IEEE 7th International Advance Computing Conference (IACC)

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