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Fig. 4.5. Neuron activation function &sigma (s). The neuron requires an input as large as the threshold &theta_l before responding, and saturates at the ceiling &theta_u. The output activation values are limited to [0..1]. This activation function is an efficient approximation of the logistic (sigmoid) function.