 Let formula_9 denote the set of linear filters that capture a neuron's stimulus dependence.Then the multi-filter LNP model is described by
or
where formula_12 is a matrix whose columns are the filters formula_13.The parameters of the LNP model consist of the linear filters formula_14 and the nonlinearity formula_4.