Dynamics and thermodynamics of layered neural network

被引：0
|
作者：
Ji, DY [1 ]
Hu, BL [1 ]
Chen, TL [1 ]
机构：
[1] Nankai Univ, Dept Phys, Tianjin 300071, Peoples R China
来源：
COMMUNICATIONS IN THEORETICAL PHYSICS | 1997年 / 28卷 / 03期
关键词：
D O I：
暂无
中图分类号：
O4 [物理学];
学科分类号：
0702 ;
摘要：
We consider the dynamics of overlaps in a layered network with tanh beta(x) as its threshold transfer function. The analysis of dynamical stability shows that when the external stimulus is close enough to one of the stored patterns the retrieval state becomes globally stable. The statistical mechanics of the same model, in which the parameter beta is introduced as thermal noise, is also studied. We find that the thermodynamical stability is equivalent to the dynamical stability.
引用
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页码：283 / 288
页数：6
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