Complex-valued multistate neural associative memory

被引:330
|
作者
Jankowski, S [1 ]
Lozowski, A [1 ]
Zurada, JM [1 ]
机构
[1] UNIV LOUISVILLE,DEPT ELECT ENGN,LOUISVILLE,KY 40292
来源
关键词
D O I
10.1109/72.548176
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A model of a multivalued associative memory is presented. This memory has the form of a fully connected attractor neural network composed of multistate complex-valued neurons. Such a network is able to perform the task of storing and recalling gray-scale images. It is also shown that the complex-valued fully connected neural network may be considered as a generalization of a Hopfield network containing real-valued neurons. A computational energy function is introduced and evaluated in order to prove network stability for asynchronous dynamics. Storage capacity as related to the number of accessible neuron states is also estimated.
引用
收藏
页码:1491 / 1496
页数:6
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