Storage Capability Analysis of the Quantum Perceptron utilizing the Reproduction Methodology
Authors: Mitsuru Urushibata, Masayuki Ohzeki
Summary: We examine a quantum perceptron applied on a quantum circuit utilizing a repeat till technique. We consider this from the attitude of capability, one of many efficiency analysis measures for perceptions. We assess a Gardner quantity, outlined as a quantity of coefficients of the perceptron that may appropriately classify given coaching examples utilizing the duplicate technique. The mannequin is outlined on the quantum circuit. However, it’s simple to evaluate the capability utilizing the duplicate technique, which is a regular technique in classical statistical mechanics. The explanation why we are able to resolve our mannequin by the duplicate technique is the repeat till technique, by which we give attention to the output of the measurements of the quantum circuit. We discover that the capability of a quantum perceptron is bigger than that of a classical perceptron because the quantum one is straightforward however successfully falls right into a extremely nonlinear type of the activation perform.
