Levy N, Horn D, Meilijson I, Ruppin E
School of Physics and Astronomy, Tel Aviv University, Israel.
Neural Netw. 2001 Jul-Sep;14(6-7):815-24. doi: 10.1016/s0893-6080(01)00044-2.
We investigate the formation of a Hebbian cell assembly of spiking neurons, using a temporal synaptic learning curve that is based on recent experimental findings. It includes potentiation for short time delays between pre- and post-synaptic neuronal spiking, and depression for spiking events occurring in the reverse order. The coupling between the dynamics of synaptic learning and that of neuronal activation leads to interesting results. One possible mode of activity is distributed synchrony, implying spontaneous division of the Hebbian cell assembly into groups, or subassemblies, of cells that fire in a cyclic manner. The behavior of distributed synchrony is investigated both by simulations and by analytic calculations of the resulting synaptic distributions.
我们利用基于近期实验结果的时间突触学习曲线,研究了发放神经元的赫布细胞集合的形成。它包括突触前和突触后神经元发放之间短时间延迟时的增强,以及相反顺序发生的发放事件时的抑制。突触学习动力学与神经元激活动力学之间的耦合导致了有趣的结果。一种可能的活动模式是分布式同步,这意味着赫布细胞集合会自发地分裂成以循环方式发放的细胞组或子集合。我们通过模拟以及对所得突触分布的解析计算,研究了分布式同步的行为。