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The step function in perceptrons is not continuous, hence non-differentiable. An alternative unit was therefore chosen which had similar properties to the step function in perceptron units, but which ...
For example, a study in Heliyon [1] has delivered sharp bounds for the second and third Hankel determinants for starlike and convex functions associated with a three-leaf-shaped domain.