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<dc:title xml:lang="pl"><![CDATA[Backpropagation generalized delta rule for the selective attention Sigma-if artificial neural network]]></dc:title>
<dc:creator><![CDATA[Huk, Maciej]]></dc:creator>
<dc:subject xml:lang="pl"><![CDATA[artificial neural networks]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[selective attention]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[self consistency]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[error backpropagation]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[delta rule]]></dc:subject>
<dc:description xml:lang="pl"><![CDATA[In this paper the Sigma-if artificial neural network model is considered, which is a generalization of an MLP network with sigmoidal neurons. It was found to be a potentially universal tool for automatic creation of distributed classification and selective attention systems. To overcome the high nonlinearity of the aggregation function of Sigma-if neurons, the training process of the Sigma-if network combines an error backpropagation algorithm with the self-consistency paradigm widely used in physics.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[But for the same reason, the classical backpropagation delta rule for the MLP network cannot be used. The general equation for the backpropagation generalized delta rule for the Sigma-if neural network is derived and a selection of experimental results that confirm its usefulness are presented.]]></dc:description>
<dc:publisher><![CDATA[Zielona Góra: Uniwersytet Zielonogórski]]></dc:publisher>
<dc:contributor><![CDATA[Korbicz, Józef (1951- ) - red.]]></dc:contributor>
<dc:contributor><![CDATA[Uciński, Dariusz - red.]]></dc:contributor>
<dc:date><![CDATA[2012]]></dc:date>
<dc:type xml:lang="pl"><![CDATA[artykuł]]></dc:type>
<dc:identifier><![CDATA[http://www.zbc.uz.zgora.pl/repozytorium/Content/46994/AMCS_2012_22_2_17.pdf]]></dc:identifier>
<dc:identifier><![CDATA[https://zbc.uz.zgora.pl/repozytorium/dlibra/publication/55099/edition/46994/content]]></dc:identifier>
<dc:identifier><![CDATA[oai:zbc.uz.zgora.pl:46994]]></dc:identifier>
<dc:source xml:lang="pl"><![CDATA[AMCS, Volume 22, Number 2 (2012)]]></dc:source>
<dc:source xml:lang="pl"><![CDATA[https://www.amcs.uz.zgora.pl/?action=paper&paper=625]]></dc:source>
<dc:language><![CDATA[eng]]></dc:language>
<dc:relation><![CDATA[oai:zbc.uz.zgora.pl:publication:55099]]></dc:relation>
<dc:rights xml:lang="pl"><![CDATA[Biblioteka Uniwersytetu Zielonogórskiego]]></dc:rights>
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