Robust feedforward processing in synfire chains

被引:11
作者
Postma, EO [1 ]
VanDenHerik, HJ [1 ]
Hudson, PTW [1 ]
机构
[1] UNIV MAASTRICHT,DEPT COMP SCI,MAASTRICHT,NETHERLANDS
关键词
D O I
10.1142/S012906579600052X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The rapidity of time-constrained visual identification suggests a feedforward process in which neural activity is propagated through a number of cortical stages. The process is modeled by using a synfire chain, leading to a neural-network model which involves propagating activation waves through a sequence of layers. Theory and analysis of the model's behavior, especially in the presence of noise, predict enhancement of wave propagation for a range of noise intensities. Simulation studies confirm this prediction. The results are discussed in terms of (spatio-temporal) stochastic resonance. It is concluded that feedforward processes such as time-constrained visual identification may benefit from moderate levels of noise.
引用
收藏
页码:537 / 542
页数:6
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