PARALLEL DYNAMICS OF THE NEURAL NETWORK WITH THE PSEUDOINVERSE COUPLING MATRIX

被引:16
作者
HENKEL, RD
OPPER, M
机构
[1] Inst. fur Theor. Phys., Justus-Liebig-Univ., Gessen
来源
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL | 1991年 / 24卷 / 09期
关键词
D O I
10.1088/0305-4470/24/9/026
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We investigate the parallel dynamics of the neural network with the pseudoinverse coupling matrix. Based on an exact dynamic theory we develop an approximate treatment for long timescales. The temporal development of the overlap, of correlation functions and of the remanent magnetization are investigated. We present results for deterministic and stochastic dynamics. Large-scale numerical simulations supplement our analytical findings.
引用
收藏
页码:2201 / 2218
页数:18
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