<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462011000300010</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[A New Phono-Articulatory Feature Representation for Language Identification in a Discriminative Framework]]></article-title>
<article-title xml:lang="es"><![CDATA[Nueva representación de características fono-articulatorias para identificación del idioma en un marco discriminativo]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Núñez Cuadra]]></surname>
<given-names><![CDATA[Oneisys]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Calvo de Lara]]></surname>
<given-names><![CDATA[José Ramón]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Centro de Aplicaciones de Tecnologías de Avanzada  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Cuba</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>09</month>
<year>2011</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>09</month>
<year>2011</year>
</pub-date>
<volume>15</volume>
<numero>1</numero>
<fpage>107</fpage>
<lpage>115</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462011000300010&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462011000300010&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462011000300010&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[State of the Art language identification methods are based on acoustic or phonetic features. Recently, phono-articulatory features have been included as a new speech characteristic that conveys language information. Authors propose a new pho-no-articulatory representation of speech in a discriminative framework to identify languages. This simple representation shows good results discriminating between English and Spanish, using a reduced training set of phono-articulatory trigrams vectors.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Los sistemas de identificación de idiomas en el estado del arte se basan en características acústicas o fonéticas. Recientemente, las características fono-articulatorias han sido incluidas como una nueva caracterización del habla que contiene información sobre el idioma. Los autores proponen una nueva representación fono-articulatoria del habla usando un marco discriminativo para identificar idiomas. Esta simple representación muestra buenos resultados en la discriminación entre inglés y español, usando un reducido conjunto de entrenamiento basado en vectores de trigramas fono-articulatorios.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Phonetic features]]></kwd>
<kwd lng="en"><![CDATA[articulatory features]]></kwd>
<kwd lng="en"><![CDATA[language recognition and support vector machines]]></kwd>
<kwd lng="es"><![CDATA[Características fonéticas]]></kwd>
<kwd lng="es"><![CDATA[rasgos articulatorios]]></kwd>
<kwd lng="es"><![CDATA[el reconocimiento del lenguaje y las máquinas de vectores soporte]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="justify"><font face="verdana" size="4">Art&iacute;culos</font></p>     <p align="justify"><font face="verdana" size="4">&nbsp;</font></p>     <p align="center"><font face="verdana" size="4"><b>A New Phono&#150;Articulatory Feature Representation for Language Identification in a Discriminative Framework</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="3"><b>Nueva representaci&oacute;n de caracter&iacute;sticas fono&#150;articulatorias para identificaci&oacute;n del idioma en un marco discriminativo</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><b>Oneisys N&uacute;&ntilde;ez Cuadra and Jos&eacute; Ram&oacute;n Calvo de Lara</b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><i>Centro de Aplicaciones de Tecnolog&iacute;as de Avanzada, Cuba. E&#150;mail: </i><a href="mailto:oneysita@yahoo.com">oneysita@yahoo.com</a>, <a href="mailto:jcalvo@cenatav.co.cu">jcalvo@cenatav.co.cu</a></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">Article received on March 18, 2011.    <br>   Accepted on June 30, 2011.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>     <p align="justify"><font face="verdana" size="2">State of the Art language identification methods are based on acoustic or phonetic features. Recently, phono&#150;articulatory features have been included as a new speech characteristic that conveys language information. Authors propose a new pho&#150;no&#150;articulatory representation of speech in a discriminative framework to identify languages. This simple representation shows good results discriminating between English and Spanish, using a reduced training set of phono&#150;articulatory trigrams vectors.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Keywords: </b>Phonetic features, articulatory features, language recognition and support vector machines.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>     <p align="justify"><font face="verdana" size="2">Los sistemas de identificaci&oacute;n de idiomas en el estado del arte se basan en caracter&iacute;sticas ac&uacute;sticas o fon&eacute;ticas. Recientemente, las caracter&iacute;sticas fono&#150;articulatorias han sido incluidas como una nueva caracterizaci&oacute;n del habla que contiene informaci&oacute;n sobre el idioma. Los autores proponen una nueva representaci&oacute;n fono&#150;articulatoria del habla usando un marco discriminativo para identificar idiomas. Esta simple representaci&oacute;n muestra buenos resultados en la discriminaci&oacute;n entre ingl&eacute;s y espa&ntilde;ol, usando un reducido conjunto de entrenamiento basado en vectores de trigramas fono&#150;articulatorios.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Palabras clave:</b> Caracter&iacute;sticas fon&eacute;ticas, rasgos articulatorios, el reconocimiento del lenguaje y las m&aacute;quinas de vectores soporte.</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v15n1/v15n1a10.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>References</b></font></p>     <!-- ref --><p align="justify"><font face="verdana" size="2"><b>1. Burges, C. J. C. (1998). </b>A Tutorial on Support Vector Machines for Pattern Recognition, <i>Data Mining and Knowledge Discovery, 2(2), 121&#150;167</i></font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2053210&pid=S1405-5546201100030001000001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2"><b>2. Collobert, R. &amp; Bengio, S. (2001). </b>SVMTorch: Support vector machines for large&#150;scale regression problems. <i>The Journal of Machine Learning Research, </i>1(9), 143&#150;160.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2053211&pid=S1405-5546201100030001000002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>     <!-- ref --><p align="justify"><font face="verdana" size="2"><b>3. Glembek, O., Matejka, P., Burget, L. &amp; Mikolov, T. (2008). </b>Advances in Phonotactic Language Recognition. <i>Interspeech 2008, </i>Brisbane, Australia, 743&#150;746</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2053213&pid=S1405-5546201100030001000003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p align="justify"><font face="verdana" size="2"><b>4. International   Phonetic   Association (1999). </b><i>Handbook of the International Phonetic Association. A guide to the use of the International Phonetic Alphabet. </i>Cambridge, U.K.: Cambridge University Press.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2053214&pid=S1405-5546201100030001000004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>     ]]></body>
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