Structure of neuron download7/1/2023 ![]() An MLP of these high power neurons usually requires a less number of hidden nodes than conventional MLP for solving classification problems. In comparison, the proposed neuron structure utilizes a nonmonotonic activation function and/or a nonlinear input mapping to increase the power of a neuron. Most of the common neuron structures are based on monotonic activation functions and linear input mappings. This paper gives a general insight into how the neuron structure in a multilayer perceptron (MLP) can affect the ability of neurons to deal with classification. ![]()
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