Schwartz Odelia, Pillow Jonathan W, Rust Nicole C, Simoncelli Eero P
Howard Hughes Medical Institute and The Salk Intitute, La Jolla, CA 92037, USA.
J Vis. 2006 Jul 17;6(4):484-507. doi: 10.1167/6.4.13.
Response properties of sensory neurons are commonly described using receptive fields. This description may be formalized in a model that operates with a small set of linear filters whose outputs are nonlinearly combined to determine the instantaneous firing rate. Spike-triggered average and covariance analyses can be used to estimate the filters and nonlinear combination rule from extracellular experimental data. We describe this methodology, demonstrating it with simulated model neuron examples that emphasize practical issues that arise in experimental situations.
感觉神经元的反应特性通常使用感受野来描述。这种描述可以在一个模型中形式化,该模型使用一小组线性滤波器进行操作,其输出经过非线性组合以确定瞬时发放率。脉冲触发平均和协方差分析可用于从细胞外实验数据估计滤波器和非线性组合规则。我们描述了这种方法,并用模拟模型神经元示例进行说明,这些示例强调了实验情况下出现的实际问题。