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A model of the neuron is proposed which is capable of learning with a teacher. The model is based on hypothetic chemical processes which can proceed in a real nerve cell. It is shown that such model having O(N2) elements of the memory is capable of dividing in two classes O(N2) of different input images, where N is the dimensionality of the input vector.
Different methods of definition of the threshold of the action potential (AP) generation were considered. It was established that the threshold defined as a difference between the critical value of the membrane depolarization and the resting potential was practically independent of the value and duration of an input signal which was given as a stepped… (More)