<?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>1870-9044</journal-id>
<journal-title><![CDATA[Polibits]]></journal-title>
<abbrev-journal-title><![CDATA[Polibits]]></abbrev-journal-title>
<issn>1870-9044</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Innovación y Desarrollo Tecnológico en Cómputo]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1870-90442011000100008</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Clause Boundary Identification using Classifier and Clause Markers in Urdu Language]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Parveen]]></surname>
<given-names><![CDATA[Daraksha]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sanyal]]></surname>
<given-names><![CDATA[Ratna]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ansari]]></surname>
<given-names><![CDATA[Afreen]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Indian Institute of Information Technology  ]]></institution>
<addr-line><![CDATA[Allahabad ]]></addr-line>
<country>India</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2011</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2011</year>
</pub-date>
<numero>43</numero>
<fpage>61</fpage>
<lpage>65</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1870-90442011000100008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1870-90442011000100008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1870-90442011000100008&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[This paper presents the identification of clause boundary for the Urdu language. We have used Conditional Random Field as the classification method and the clause markers. The clause markers play the role to detect the type of subordinate clause, which is with or within the main clause. If there is any misclassification after testing with different sentences then more rules are identified to get high recall and precision. Obtained results show that this approach efficiently determines the type of sub-ordinate clause and its boundary.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Clause marker]]></kwd>
<kwd lng="en"><![CDATA[conditional random field]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="center"><font face="verdana" size="4"><b>Clause Boundary Identification using Classifier and Clause Markers in Urdu Language</b></font></p> 	    <p align="center"><font face="verdana" size="2">&nbsp;</font></p> 	    <p align="center"><font face="verdana" size="2"><b>Daraksha Parveen*, Ratna Sanyal**, and Afreen Ansari***</b></font></p> 	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p> 	    <p align="justify"><font face="verdana" size="2"><i>Indian Institute of Information Technology &#150;Allahabad, India (e&#150;mail:</i> *<a href="mailto:daraksha.parveen3022@gmail.com">daraksha.parveen3022@gmail.com</a>; **<a href="mailto:rsanyal@iiita.ac.in">rsanyal@iiita.ac.in</a>; ***<a href="mailto:afreen.aa@gmail.com">afreen.aa@gmail.com</a>).</font></p> 	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p> 	    <p align="justify"><font face="verdana" size="2">Manuscript received November 2, 2010.    <br>     Manuscript accepted for publication January 12, 2011.</font></p> 	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p> 	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p> 	    <p align="justify"><font face="verdana" size="2">This paper presents the identification of clause boundary for the Urdu language. We have used Conditional Random Field as the classification method and the clause markers. The clause markers play the role to detect the type of subordinate clause, which is with or within the main clause. If there is any misclassification after testing with different sentences then more rules are identified to get high recall and precision. Obtained results show that this approach efficiently determines the type of sub&#150;ordinate clause and its boundary.</font></p> 	    <p align="justify"><font face="verdana" size="2"><b>Key words</b>: Clause marker, conditional random field.</font></p> 	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p> 	    <p align="justify"><font face="verdana" size="2"><a href="/pdf/poli/n43/n43a8.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">&#91;1&#93; M. Butt, T.H. King, and S. 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