The Logic Circuits of Six Benchmark Classification Problems (IMAGE)

Kanazawa University

The Logic Circuits of Six Benchmark Classification Problems

Caption

ALNM is capable of simplifying the neural models by synaptic pruning and dendritic pruning during the training process. Then, the simplified structures of ALNM can be substituted by logical circuits, which merely consists of the 'comparators' and logic NOT, AND and OR gates. Among them, the 'comparator' works as an analog-to-digital converter which compares the input with the threshold θ. If the input X exceeds the threshold θ, the 'comparator' will output 1. Otherwise, it will output 0. When implemented on hardware, these logical circuits can be adopted as efficient classifiers to solve the six benchmark problems.

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Kanazawa University

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