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In this paper, we examine the stability properties of Feedback Error Learning, a model for biological control systems. We consider a specific model for cerebellar learning during fast voluntary movements. We assume that the feedforward approximation is represented by a basis function network. We establish local stability regions and compute explicit bounds on the feedback gain matrices.