<?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>0121-4772</journal-id>
<journal-title><![CDATA[Cuadernos de Economía]]></journal-title>
<abbrev-journal-title><![CDATA[Cuad. Econ.]]></abbrev-journal-title>
<issn>0121-4772</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional de Colombia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0121-47722007000200007</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[DIVERSIFICACIÓN Y VALOR EN RIESGO DE UN PORTAFOLIO DE ACCIONES]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Villamil]]></surname>
<given-names><![CDATA[Jaime]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad Nacional de Colombia Facultad de Ingeniería ]]></institution>
<addr-line><![CDATA[Bogotá ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>31</day>
<month>12</month>
<year>2007</year>
</pub-date>
<pub-date pub-type="epub">
<day>31</day>
<month>12</month>
<year>2007</year>
</pub-date>
<volume>26</volume>
<numero>47</numero>
<fpage>175</fpage>
<lpage>204</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0121-47722007000200007&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0121-47722007000200007&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0121-47722007000200007&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Desde los años cincuenta la diversificación del portafolio fue planteada por Markowitz (1952 y 1956) como un problema de programación cuadrática, a la vez que fue introducida la desviación estándar como medida de riesgo. Con el paso del tiempo se han propuesto algoritmos de solución más eficientes, así como metodologías más complejas de medición de riesgo de los portafolios. En este artículo se describe el método del conjunto activo como solución del problema de programación, se revisa el enfoque de medición de riesgos VeR (valor en riesgo) y se presenta una aplicación al mercado de valores colombiano.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Markowitz proposed portfolio diversification as being a quadratic programming problem during the 1950s (1952 and 1956), at the same time that standard deviation was introduced as the means of measuring risk. As time has passed, algorithms have been proposed as being more efficient means for resolving such problems, as well as more complex methodologies for measuring portfolio risk. This article describes the active convex method for resolving programming problem, an approach for measuring VaR (value at risk) is reviewed and a Colombian stock market application is presented.]]></p></abstract>
<abstract abstract-type="short" xml:lang="fr"><p><![CDATA[Dès les années cinquante la diversification du portefeuille a été formulée par Markowitz (1952 et 1956) comme un problème de programmation quadratique, en même temps que la déviation standard a été introduite comme mesure de risque. Au cours du temps, des algorithmes de solution plus efficaces ont été proposés, ainsi que des méthodologies plus complexes de mesure de risque des portefeuilles. Cet article décrit la méthode de l’ensemble actif en tant que solution du problème de programmation. Il fait une révision de l’approche de mesure de risques VeR (valeur en risque) et présente une application au marché des valeurs colombien]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[programación convexa]]></kwd>
<kwd lng="es"><![CDATA[de portafolio]]></kwd>
<kwd lng="es"><![CDATA[VeR]]></kwd>
<kwd lng="en"><![CDATA[convex programming]]></kwd>
<kwd lng="en"><![CDATA[portfolio selection]]></kwd>
<kwd lng="fr"><![CDATA[programmation convexe]]></kwd>
<kwd lng="fr"><![CDATA[sélection de portefeuille]]></kwd>
<kwd lng="fr"><![CDATA[VeR]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <html> <head> <title></title> </head> <font face="Verdana" size="3">    <p align="center"><b>DIVERSIFICACI&Oacute;N Y VALOR EN RIESGO DE UN PORTAFOLIO DE ACCIONES</b></p> </font> <font face="Verdana" size="2">      <p align="right"><b>Jaime Villamil</b>*</p>     <p>* Mag&iacute;ster en Econom&iacute;a Aplicada y Especialista en Estad&iacute;stica. Profesor de la Facultad de Ingenier&iacute;a, Universidad Nacional de Colombia (Bogot&aacute;). E-mail: <a href="mailto:jaime_villamil@yahoo.com">jaime_villamil@yahoo.com</a> . Este art&iacute;culo fue recibido el 29 de julio de 2006 y su publicaci&oacute;n aprobada el 21 de noviembre de 2007.</p><hr>     <p><b>Resumen</b></p>     <p><i>Desde los a&ntilde;os cincuenta la diversificaci&oacute;n del portafolio fue planteada por Markowitz (1952 y 1956) como un problema de programaci&oacute;n cuadr&aacute;tica, a la vez que fue introducida la desviaci&oacute;n est&aacute;ndar como medida de riesgo. Con el paso del tiempo se han propuesto algoritmos de soluci&oacute;n m&aacute;s eficientes, as&iacute; como metodolog&iacute;as m&aacute;s complejas de medici&oacute;n de riesgo de los portafolios. En este art&iacute;culo se describe el m&eacute;todo del conjunto activo como soluci&oacute;n del problema de programaci&oacute;n, se revisa el enfoque de medici&oacute;n de riesgos VeR (valor en riesgo) y se presenta una aplicaci&oacute;n al mercado de valores colombiano.</i></p>     <p><b>Palabras claves</b>: programaci&oacute;n convexa, selecci&oacute;n de portafolio, VeR. <b>JEL</b>: C610, C630, G110.</p>     <p><b>Abstract</b></p>     <p><i>Markowitz proposed portfolio diversification as being a quadratic programming problem during the 1950s (1952 and 1956), at the same time that standard deviation was introduced as the means of measuring risk. As time has passed, algorithms have been proposed as being more efficient means for resolving such problems, as well as more complex methodologies for measuring portfolio risk. This article describes the active convex method for resolving programming problem, an approach for measuring VaR (value at risk) is reviewed and a Colombian stock market application is presented.</i></p>     <p><b>Key words</b>: convex programming, portfolio selection. <b>JEL</b>: C610, C630, G110.</p>     ]]></body>
<body><![CDATA[<p><b>R&eacute;sum&eacute;</b></p>     <p><i>D&egrave;s les ann&eacute;es cinquante la diversification du portefeuille a &eacute;t&eacute; formul&eacute;e par Markowitz (1952 et 1956) comme un probl&egrave;me de programmation quadratique, en m&ecirc;me temps que la d&eacute;viation standard a &eacute;t&eacute; introduite comme mesure de risque. Au cours du temps, des algorithmes de solution plus efficaces ont &eacute;t&eacute; propos&eacute;s, ainsi que des m&eacute;thodologies plus complexes de mesure de risque des portefeuilles. Cet article d&eacute;crit la m&eacute;thode de l’ensemble actif en tant que solution du probl&egrave;me de programmation. Il fait une r&eacute;vision de l’approche de mesure de risques VeR (valeur en risque) et pr&eacute;sente une application au march&eacute; des valeurs colombien.</i></p>     <p><b>Mot cl&eacute;s</b>: programmation convexe, s&eacute;lection de portefeuille, VeR. <b>JEL</b> : C610, C630, G110.</p><hr>     <p>Texto completo disponible en <a href="pdf/ceco/v26n47/v26n47a07.pdf">PDF</a></p><hr>     <p><b>REFERENCIAS BIBLIOGR&Aacute;FICAS</b></p>     <!-- ref --><p>1. Adcock, C. y Meade, N. (1995). &quot;A simple algorithm to incorporate transactions costs in quadratic optimization&quot;. <i>European Journal of Operational Research</i>, 79: 85-94.&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=000018&pid=S0121-4772200700020000700001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p>2. Arrow, K.J. y Enthoven, A.C. 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