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		<identifier>oai:zbc.uz.zgora.pl:79095</identifier>
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<dc:title xml:lang="pl"><![CDATA[Statistical testing of segment homogeneity in classification of piecewise-regular objects]]></dc:title>
<dc:creator><![CDATA[Savchenko, Andrey V.]]></dc:creator>
<dc:creator><![CDATA[Belova, Natalya S.]]></dc:creator>
<dc:subject xml:lang="pl"><![CDATA[statistical pattern recognition]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[classification]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[testing of segment homogeneity]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[probabilistic neural network]]></dc:subject>
<dc:description xml:lang="pl"><![CDATA[The paper is focused on the problem of multi-class classification of composite (piecewise-regular) objects (e.g., speech signals, complex images, etc.). We propose a mathematical model of composite object representation as a sequence of independent segments. Each segment is represented as a random sample of independent identically distributed feature vectors.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[Based on this model and a statistical approach, we reduce the task to a problem of composite hypothesis testing of segment homogeneity. Several nearest-neighbor criteria are implemented, and for some of them the well-known special cases (e.g., the Kullback-Leibler minimum information discrimination principle, the probabilistic neural network) are highlighted. It is experimentally shown that the proposed approach improves the accuracy when compared with contemporary classifiers.]]></dc:description>
<dc:publisher><![CDATA[Zielona Góra: Uniwersytet Zielonogórski]]></dc:publisher>
<dc:contributor><![CDATA[Iacono, Mauro - ed.]]></dc:contributor>
<dc:contributor><![CDATA[Kołodziej, Joanna - ed.]]></dc:contributor>
<dc:date><![CDATA[2015]]></dc:date>
<dc:type xml:lang="pl"><![CDATA[artykuł]]></dc:type>
<dc:identifier><![CDATA[http://www.zbc.uz.zgora.pl/repozytorium/Content/79095/AMCS_2015_25_4_15.pdf]]></dc:identifier>
<dc:identifier><![CDATA[https://zbc.uz.zgora.pl/repozytorium/dlibra/publication/88927/edition/79095/content]]></dc:identifier>
<dc:identifier><![CDATA[oai:zbc.uz.zgora.pl:79095]]></dc:identifier>
<dc:source xml:lang="pl"><![CDATA[AMCS, volume 25, number 4 (2015)]]></dc:source>
<dc:source xml:lang="pl"><![CDATA[https://www.amcs.uz.zgora.pl/?action=papers&issue=63]]></dc:source>
<dc:language><![CDATA[eng]]></dc:language>
<dc:relation><![CDATA[oai:zbc.uz.zgora.pl:publication:88927]]></dc:relation>
<dc:rights xml:lang="pl"><![CDATA[Biblioteka Uniwersytetu Zielonogórskiego]]></dc:rights>
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