STORING TEMPORAL SEQUENCES

被引:44
作者
REISS, M [1 ]
TAYLOR, JG [1 ]
机构
[1] UNIV LONDON KINGS COLL,DEPT MATH,LONDON WC2R 2LS,ENGLAND
关键词
PATTERN STORAGE; TEMPORAL ACTIVITY; LEAKY INTEGRATOR NEURONS; PATTERN TRANSITIONS;
D O I
10.1016/0893-6080(91)90057-C
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Direct storage of temporal sequences is analysed in terms of a neural net composed of leaky integrator neurons with a range of time constants. These neurons store previously presented patterns and allow the transitions between the patterns of a sequence to be learnt. This is shown even to lead to disambiguation (which is defined in Section 1). Storage capacity is determined by simulation. We also present a detailed study of the efficiency of this system in its dependence on the type of neuronal activity. Finally, we note the relevance of our model to understanding activity in the hippocampus.
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收藏
页码:773 / 787
页数:15
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