Exponentially many local minima for single neurons

Part of Advances in Neural Information Processing Systems 8 (NIPS 1995)

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Peter Auer, Mark Herbster, Manfred K. K. Warmuth


We show that for a single neuron with the logistic function as the transfer function the number of local minima of the error function based on the square loss can grow exponentially in the dimension.