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		<identifier>oai:zbc.uz.zgora.pl:57515</identifier>
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<dc:title xml:lang="pl"><![CDATA[On naive Bayes in speech recognition]]></dc:title>
<dc:creator><![CDATA[Tóth, László]]></dc:creator>
<dc:creator><![CDATA[Kocsor, András]]></dc:creator>
<dc:creator><![CDATA[Csirik, János]]></dc:creator>
<dc:subject xml:lang="pl"><![CDATA[naive Bayes]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[segment-based speech recognition]]></dc:subject>
<dc:subject xml:lang="pl"><![CDATA[hidden Markov model]]></dc:subject>
<dc:description xml:lang="pl"><![CDATA[The currently dominant speech recognition technology, hidden Markov modeling, has long been criticized for its simplistic assumptions about speech, and especially for the naive Bayes combination rule inherent in it. Many sophisticated alternative models have been suggested over the last decade.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[These, however, have demonstrated only modest improvements and brought no paradigm shift in technology. The goal of this paper is to examine why HMM performs so well in spite of its incorrect bias due to the naive Bayes assumption. To do this we create an algorithmic framework that allows us to experiment with alternative combination schemes and helps us understand the factors that influence recognition performance.]]></dc:description>
<dc:description xml:lang="pl"><![CDATA[From the findings we argue that the bias peculiar to the naive Bayes rule is not really detrimental to phoneme classification performance. Furthermore, it ensures consistent behavior in outlier modeling, allowing efficient management of insertion and deletion errors.]]></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[2005]]></dc:date>
<dc:type xml:lang="pl"><![CDATA[artykuł]]></dc:type>
<dc:identifier><![CDATA[http://www.zbc.uz.zgora.pl/repozytorium/Content/57515/AMCS_2005_15_2_11.pdf]]></dc:identifier>
<dc:identifier><![CDATA[https://zbc.uz.zgora.pl/repozytorium/dlibra/publication/64072/edition/57515/content]]></dc:identifier>
<dc:identifier><![CDATA[oai:zbc.uz.zgora.pl:57515]]></dc:identifier>
<dc:source xml:lang="pl"><![CDATA[AMCS, volume 15, number 2 (2005)]]></dc:source>
<dc:source xml:lang="pl"><![CDATA[https://www.amcs.uz.zgora.pl/?action=paper&paper=247]]></dc:source>
<dc:language><![CDATA[eng]]></dc:language>
<dc:relation><![CDATA[oai:zbc.uz.zgora.pl:publication:64072]]></dc:relation>
<dc:rights xml:lang="pl"><![CDATA[Biblioteka Uniwersytetu Zielonogórskiego]]></dc:rights>
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