Wang Shoujue. Multi-Valued Neuron(MVN) and Multi-Thresholded Neuron(MTN),Their Combinations and Applications[J]. Acta Electronica Sinica, 1996, (5).DOI:
ANNs for pattern recognition with multi-valued(MV) and multi-thresholded(MT) transfer function as neurons’ nonlinearities have been proposed. The function of multithresholded neurons (MTNs) lay in the fact that it partitioned the input space into several hyperplanar zones by using many thresholds in neurons’ output transfer function
it also marked these different zones with different output values as required. On the basis of these neurons
the advantage of solving parity problem and specific logic problem was investigated. It had been shown that only one neuron was needed to solve N-bit parity problem or to perform arbitrary logic function.Therefore
it was especially suitable for pattern recognition and classification. The combination of MTNs was also investigated. It was found that two MTNs may result in the multiplication of threshold number of combined net.