Analysis of Quantum Neural Models

Título: Analysis of Quantum Neural Models

Autores: Paula Neto, Fernando M. de; Silva, Adenilton J. da; Ludermir, Teresa B.; Oliveira, Wilson R. de

Resumo: On this paper, we briefly analyze and compare some models of quantum artificial neural networks. Quantum operators must be linear ones; we verify that no unitary operators are used in two models of quantum perceptron. We also analyze a model of quantum weightless neural network and a quantum complex neural network. These models have quantum architecture and learning, but we show that they use nonlinear operators in the learning process. This study, toward a comparative method, tries to clarify important aspects in models of quantum neural networks as well as understand more its operation.

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Páginas: 7

Código DOI: 10.21528/CBIC2013-329

Artigo em pdf: bricsccicbic2013_submission_329.pdf

Arquivo BibTex: bricsccicbic2013_submission_329.bib