<?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>1665-6423</journal-id>
<journal-title><![CDATA[Journal of applied research and technology]]></journal-title>
<abbrev-journal-title><![CDATA[J. appl. res. technol]]></abbrev-journal-title>
<issn>1665-6423</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Instituto de Ciencias Aplicadas y Tecnología]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1665-64232009000300005</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Multi-agent system for the making of intelligence and interactive decisions within the learner's learning process in a web-based education environment]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Canales-Cruz]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sánchez-Arias]]></surname>
<given-names><![CDATA[V. G.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cervantes-Pérez]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Peredo-Valderrama]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<xref ref-type="aff" rid="A03"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad Nacional Autónoma de México Centro de Alta Tecnología de Educación a Distancia ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<aff id="A02">
<institution><![CDATA[,Universidad Nacional Autónoma de México Coordinación de Universidad Abierta y Educación a Distancia ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<aff id="A03">
<institution><![CDATA[,Instituto Politécnico Nacional Centro de Investigación en Computación ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2009</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2009</year>
</pub-date>
<volume>7</volume>
<numero>3</numero>
<fpage>310</fpage>
<lpage>320</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1665-64232009000300005&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1665-64232009000300005&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1665-64232009000300005&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[The main focus of this paper is to show the concepts, architectures, interaction techniques, and general approaches to the analysis and specification of a multi-agent system for the making of intelligence and interactive decisions inside the learner's learning process. These contributions are applied in the development of an integrated system for Web-based education with powerful adaptivity for the management, authoring, delivery and monitoring of learning content.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[El enfoque principal de este artículo es mostrar los conceptos, arquitecturas, técnicas de interacción y enfoques generales para el análisis y especificación de un sistema multi-agente para toma de decisiones inteligentes e interactivas dentro del proceso de aprendizaje del estudiante. Estas contribuciones se aplican en el desarrollo de un sistema integrado para la educación basada en Web, con gran adaptabilidad para la administración, autoría, entrega y monitoreo del contenido de aprendizaje.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Web-Based Education]]></kwd>
<kwd lng="en"><![CDATA[multi-agent system]]></kwd>
<kwd lng="en"><![CDATA[Semantic Web]]></kwd>
<kwd lng="es"><![CDATA[Educación basada en Web]]></kwd>
<kwd lng="es"><![CDATA[sistema multiagente]]></kwd>
<kwd lng="es"><![CDATA[Web semántica]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="center"><font face="verdana" size="4"><b>Multi&#150;agent system for the making of intelligence and interactive decisions within the learner's learning process in a web&#150;based education environment</b></font></p>  	    <p align="center"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="center"><font face="verdana" size="2"><b>A. Canales&#150;Cruz<sup>1*</sup>, V. G. S&aacute;nchez&#150;Arias<sup>1</sup>, F. Cervantes&#150;P&eacute;rez<sup>2</sup>, R. Peredo&#150;Valderrama<sup>3</sup></b></font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><i><sup>1</sup> Centro de Alta Tecnolog&iacute;a de Educaci&oacute;n a Distancia (cated), CUAED, Universidad Nacional Aut&oacute;noma de M&eacute;xico</i> *<a href="mailto:alejandro_canales@cuaed.unam.mx">alejandro_canales@cuaed.unam.mx</a> <a href="mailto:victor_sanchez@cuaed.unam.mx">victor_sanchez@cuaed.unam.mx</a></font></p>  	    <p align="justify"><font face="verdana" size="2"><i><sup>2</sup> Coordinaci&oacute;n de Universidad Abierta y Educaci&oacute;n a Distancia (CUAED), Universidad Nacional Aut&oacute;noma de M&eacute;xico</i>. <a href="mailto:francisco_cervantes@cuaed.unam.mx">francisco_cervantes@cuaed.unam.mx</a></font></p>  	    <p align="justify"><font face="verdana" size="2"><i><sup>3</sup> Centro de Investigaci&oacute;n en Computaci&oacute;n del Instituto Polit&eacute;cnico Nacional.</i></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>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">The main focus of this paper is to show the concepts, architectures, interaction techniques, and general approaches to the analysis and specification of a multi&#150;agent system for the making of intelligence and interactive decisions inside the learner's learning process. These contributions are applied in the development of an integrated system for Web&#150;based education with powerful adaptivity for the management, authoring, delivery and monitoring of learning content.</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> Web&#150;Based Education, multi&#150;agent system, Semantic Web.</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">El enfoque principal de este art&iacute;culo es mostrar los conceptos, arquitecturas, t&eacute;cnicas de interacci&oacute;n y enfoques generales para el an&aacute;lisis y especificaci&oacute;n de un sistema multi&#150;agente para toma de decisiones inteligentes e interactivas dentro del proceso de aprendizaje del estudiante. Estas contribuciones se aplican en el desarrollo de un sistema integrado para la educaci&oacute;n basada en Web, con gran adaptabilidad para la administraci&oacute;n, autor&iacute;a, entrega y monitoreo del contenido de aprendizaje.</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Palabras clave:</b> Educaci&oacute;n basada en Web, sistema multiagente, Web sem&aacute;ntica.</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><a href="/pdf/jart/v7n3/v7n3a5.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><i>References</i></b></font></p>  	    ]]></body>
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