Syntactic sequencing in Hebbian cell assemblies

被引:27
|
作者
Wennekers, Thomas [1 ]
Palm, Guenther [2 ]
机构
[1] Univ Plymouth, Ctr Theoret & Computat Neurosci, Plymouth PL4 8AA, Devon, England
[2] Univ Ulm, Dept Neural Informat Proc, D-89069 Ulm, Germany
基金
英国工程与自然科学研究理事会;
关键词
Cell assemblies; Attractor networks; Grammar; Language; Behaviour; NEURAL-NETWORKS; SYNFIRE CHAINS; LANGUAGE; SPIKING; PATTERNS; MODEL; ORGANIZATION; RECOGNITION; ATTENTION; FRAMEWORK;
D O I
10.1007/s11571-009-9095-z
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Hebbian cell assemblies provide a theoretical framework for the modeling of cognitive processes that grounds them in the underlying physiological neural circuits. Recently we have presented an extension of cell assemblies by operational components which allows to model aspects of language, rules, and complex behaviour. In the present work we study the generation of syntactic sequences using operational cell assemblies timed by unspecific trigger signals. Syntactic patterns are implemented in terms of hetero-associative transition graphs in attractor networks which cause a directed flow of activity through the neural state space. We provide regimes for parameters that enable an unspecific excitatory control signal to switch reliably between attractors in accordance with the implemented syntactic rules. If several target attractors are possible in a given state, noise in the system in conjunction with a winner-takes-all mechanism can randomly choose a target. Disambiguation can also be guided by context signals or specific additional external signals. Given a permanently elevated level of external excitation the model can enter an autonomous mode, where it generates temporal grammatical patterns continuously.
引用
收藏
页码:429 / 441
页数:13
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