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We demonstrate a parameter-space search algorithm using a computational model of a single-compartment neuron with conductance-based Hodgkin–Huxley dynamics. To classify bursting (the desired behavior), we use a simple cost function whose inputs are derived from the frequency content of the neural output. Our method involves the repeated use of a stochastic gradient descent-type algorithm to locate...
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