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Please use this identifier to cite or link to this item: http://repositorio.ufla.br/jspui/handle/1/9981

Title: Synthesis of digital circuits with ability to generalize
???metadata.dc.creator???: Lacerda, Wilian Soares
Braga, Antônio de Pádua
Keywords: Synthesis
Digital circuit
Generalization
Síntese
Circuito digital
Generalização
Publisher: Editora da UFLA
???metadata.dc.date???: 1-Jun-2010
Citation: LACERDA, W. S.; BRAGA, A. de P. Synthesis of digital circuits with ability to generalize. INFOCOMP: Journal of Computer Science, Lavras, v. 9, n. 2, p. 92-97, June 2010.
Abstract: A method for synthesis of digital hardware classification circuits is presented in this paper. The method works by first selecting data from the truth table that are important for generalization of the circuit. The selected subset is provided to a Boolean minimization algorithm (Espresso) that, by hypercube expansion, generates a classifier with a smoother separation surface between classes. The results show that obtained circuits have a generalization performance comparable to Support Vector Machines and Multilayer Perceptron.
Other Identifiers: http://www.dcc.ufla.br/infocomp/index.php/INFOCOMP/article/view/306
???metadata.dc.language???: eng
Appears in Collections:Infocomp

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