Before revision:  Hence, this paper provides a rigorous framework for the application of conventional nonlinear system identification methods to  stochastic neuronal systems.
After revision:  Hence, this paper provides a rigorous framework for the application of conventional nonlinear system identification methods to discrete-time stochastic neuronal systems.