 The output of this filter then passes through a nonlinear function, which gives the neuron's instantaneous spike rate as its output.Finally, the spike rate is used to generate spikes according to an inhomogeneous Poisson process.The linear filtering stage performs dimensionality reduction, reducing the high-dimensional spatio-temporal stimulus space to a low-dimensional feature space, within which the neuron computes its response.