Competition between feed-forward and lateral information processing in layered neural networks

被引:0
|
作者
Coolen, ACC
Viana, L
机构
[1] Kings Coll London, Dept Math, London WC2R 2LS, England
[2] Univ Nacl Autonoma Mexico, Lab Ensenada, Inst Fis, Ensenada, Baja California, Mexico
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We use replica theory to analyse layered networks of binary neurons, with lateral Hebbian-type synapses within individual layers, in combination with strictly feed-forward Hebbian-type synapses between successive layers. The competition between two qualitatively different modes of operation, feed-forward versus lateral, induces interesting transitions, and allows for the identification of an optimal value for the balance between the two synapse types.
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页码:257 / 264
页数:8
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