Log-sum-exp neural networks and posynomial models for convex and log-log-convex data

Giuseppe C. Calafiore, Stephane Gaubert, Corrado Possieri

We show in this paper that a one-layer feedforward neural network with exponential activation functions in the inner layer and logarithmic activation in the output neuron is an uni…