Dynamical Systems in Neuroscience. The Geometry of Excitability and Bursting, Paperback/Eugene M. Izhikevich

Explains the relationship of electrophysiology, nonlinear dynamics, and the computational properties of neurons, with each concept presented in terms of both neuroscience and mathematics and illustrated using geometrical intuition.