Why We Need Complex-Valued Neural Networks?.- The Multi-Valued Neuron.- MVN Learning.- Multilayer Feedforward Neural Network based on Multi-Valued Neurons (MLMVN).- Multi-Valued Neuron with a Periodic Activation Function.- Applications of MVN and MLMVN.