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In this contribution we present the controlled synchronization in a complex network of inhibit neurons to an imposed activation pattern, by means of a controller acting on some neurons. The idea is to induce or to impose a desired behavior onto the inhibit network, such that the network reproduce a regular spiking-burst behavior. We illustrate via numerical simulations the controlled synchronization of a scale-free network of Hindmarsh-Rose neurons.