A new type of self-organization associated with chaotic dynamics in neural networks

被引:35
作者
Tsuda, I [1 ]
机构
[1] HOKKAIDO UNIV,GRAD SCH SCI,DEPT MATH,APPL MATH & COMPLEX SYST RES GRP,SAPPORO,HOKKAIDO 060,JAPAN
关键词
D O I
10.1142/S0129065796000439
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new type of self-organized dynamics is presented, in relation with chaos in neural networks. One is chaotic itinerancy and the other is chaos-driven contraction dynamics. The former is addressed as a universal behavior in high-dimensional dynamical systems. In particular, it can be viewed as one possible form of memory dynamics in brain. The latter gives rise to singular-continuous nowhere-differentiable attractors. These dynamics can be related to each other in the context of dimensionality and of chaotic information processings. Possible roles of these complex dynamics in brain are also discussed.
引用
收藏
页码:451 / 459
页数:9
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