Aertsen A M, Johannesma P I
Biol Cybern. 1981;42(2):133-43. doi: 10.1007/BF00336731.
The Spectro-Temporal Receptive Field (STRF) of an auditory neuron has been introduced experimentally on the base of the average spectro-temporal structure of the acoustic stimuli which precede the occurrence of action potentials (Aertsen et al., 1980, 1981). In the present paper the STRF is considered in the general framework of nonlinear system theory, especially in the form of the Volterra integral representation. The STRF is proposed to be formally identified with a linear functional of the second order Volterra kernel. The experimental determination of the STRF leads to a formulation in terms of the Wiener expansion where the kernels can be identified by evaluation of the system's input-output correlations. For a Gaussian stimulus ensemble and a nonlinear system with no even order contributions of order higher than two, it is shown that the second order cross correlation of stimulus and response, normalized with respect to the spectral contents of the stimulus ensemble, leads to the stimulus-invariant spectro-temporal receptive field. The investigation of stimulus-invariance of the STRF for more general nonlinear systems and for stimulus ensembles which can be generated by nonlinear transformations of Gaussian noise involve the evaluation of higher order stimulus-response correlation functions.
听觉神经元的频谱 - 时间感受野(STRF)是在动作电位发生之前的声刺激平均频谱 - 时间结构的基础上通过实验引入的(Aertsen等人,1980年,1981年)。在本文中,STRF是在非线性系统理论的一般框架内进行考虑的,特别是以沃尔泰拉积分表示的形式。有人提出将STRF形式上等同于二阶沃尔泰拉核的线性泛函。STRF的实验测定导致了一种基于维纳展开的表述,其中核可以通过评估系统的输入 - 输出相关性来确定。对于高斯刺激系综和没有高于二阶的偶数阶贡献的非线性系统,结果表明,刺激与响应的二阶互相关,相对于刺激系综的频谱内容进行归一化后,会得到刺激不变的频谱 - 时间感受野。对于更一般的非线性系统以及可以由高斯噪声的非线性变换生成的刺激系综,对STRF的刺激不变性的研究涉及到高阶刺激 - 响应相关函数的评估。