<?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>S1405-55462008000400002</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Using MILP Tools to Study R & D Portfolio Selection Model for Large Instances in Public and Social Sector]]></article-title>
<article-title xml:lang="es"><![CDATA[Usando Herramientas de MILP para Estudiar el Modelo de Selección de Portafolios R&D para Casos de Grandes Carteras de Proyectos en el Sector Social]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Litvinchev]]></surname>
<given-names><![CDATA[Igor]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[López Irarragorri]]></surname>
<given-names><![CDATA[Fernando]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Mata Pérez]]></surname>
<given-names><![CDATA[Miguel]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Schaeffer]]></surname>
<given-names><![CDATA[Elisa]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,UANL Faculty of Mechanical and Electrical Engineering ]]></institution>
<addr-line><![CDATA[Nuevo León ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2008</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2008</year>
</pub-date>
<volume>12</volume>
<numero>2</numero>
<fpage>163</fpage>
<lpage>172</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462008000400002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462008000400002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462008000400002&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[In this paper a mixed-integer linear programming (MILP) model is studied for the bi-objective public R & D projects portfolio problem. The proposed approach provides an acceptable compromise between the impact and the number of supported projects. Lagrangian relaxation techniques are considered to get easy computable bounds for the objectives. The experiments show that a solution can be obtained in less than a minute for instances comprising of up to 25,000 project proposals. This brings significant improvement to the previous approaches that efficiently manage instances of a few hundred projects.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[En este trabajo se presenta un modelo de programación lineal entera mixta (MILP) para el problema del portafolio de proyectos públicos R & D bi-objetivo. El enfoque propuesto provee un punto medio entre el impacto y el número de los proyectos. Se consideran técnicas de relajación Lagrangiana para obtener cotas fácilmente calculables para los valores objetivos. La experimentación muestra que puede obtenerse una solución en menos de un minuto incluso para casos de carteras de más de 25,000 proyectos propuestos. Esto implica una mejora significativa a los enfoques previos que resuelven eficientemente casos con sólo algunos cientos de proyectos.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[R & D projects portfolios]]></kwd>
<kwd lng="en"><![CDATA[mixed integer programming]]></kwd>
<kwd lng="en"><![CDATA[multi-objective optimization]]></kwd>
<kwd lng="es"><![CDATA[Portafolios de proyectos]]></kwd>
<kwd lng="es"><![CDATA[programación entera mixta]]></kwd>
<kwd lng="es"><![CDATA[optimización multiobjetivo]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="center"><font face="verdana" size="4"><b>Using MILP Tools to Study R &amp; D Portfolio Selection Model for Large Instances in Public and Social Sector</b></font></p>     <p align="center"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="3"><b><i>Usando Herramientas de MILP para Estudiar el Modelo de Selecci&oacute;n de Portafolios R&amp;D para Casos de Grandes Carteras de Proyectos en el Sector Social</i></b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="center"><font face="verdana" size="2"><b>Igor Litvinchev, Fernando L&oacute;pez Irarragorri, Miguel Mata P&eacute;rez and Elisa Schaeffer</b></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><i>Postgraduate Program in Systems Engineering Faculty of Mechanical and Electrical Engineering, UANL San Nicol&aacute;s de los Garza, Nuevo Le&oacute;n, Mexico e&#150;mails: <a href="mailto:igor@yalma.fime.uanl.mx">igor@yalma.fime.uanl.mx</a>, <a href="mailto:ferny@yalma.fime.uanl.mx">ferny@yalma.fime.uanl.mx</a>, <a href="mailto:miguel@yalma.fime.uanl.mx">miguel@yalma.fime.uanl.mx</a>, <a href="mailto:elisa@yalma.fime.uanl.mx">elisa@yalma.fime.uanl.mx</a></i></font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2">Article received on March 10, 2008    <br>   Accepted on August 12, 2008</font></p>     ]]></body>
<body><![CDATA[<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">In this paper a mixed&#150;integer linear programming (MILP) model is studied for the bi&#150;objective public R &amp; D projects portfolio problem. The proposed approach provides an acceptable compromise between the impact and the number of supported projects. Lagrangian relaxation techniques are considered to get easy computable bounds for the objectives. The experiments show that a solution can be obtained in less than a minute for instances comprising of up to 25,000 project proposals. This brings significant improvement to the previous approaches that efficiently manage instances of a few hundred projects. </font></p>     <p align="justify"><font face="verdana" size="2"><b>Keywords: </b>R &amp; D projects portfolios, mixed integer programming, multi&#150;objective optimization.</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">En este trabajo se presenta un modelo de programaci&oacute;n lineal entera mixta (MILP) para el problema del portafolio de proyectos p&uacute;blicos R &amp; D bi&#150;objetivo. El enfoque propuesto provee un punto medio entre el impacto y el n&uacute;mero de los proyectos. Se consideran t&eacute;cnicas de relajaci&oacute;n Lagrangiana para obtener cotas f&aacute;cilmente calculables para los valores objetivos. La experimentaci&oacute;n muestra que puede obtenerse una soluci&oacute;n en menos de un minuto incluso para casos de carteras de m&aacute;s de 25,000 proyectos propuestos. Esto implica una mejora significativa a los enfoques previos que resuelven eficientemente casos con s&oacute;lo algunos cientos de proyectos.</font></p>     <p align="justify"><font face="verdana" size="2"><b>Palabras clave: </b>Portafolios de proyectos, programaci&oacute;n entera mixta, optimizaci&oacute;n multiobjetivo.</font></p>     <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v12n2/v12n2a2.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">&nbsp;</font></p>     <p align="justify"><font face="verdana" size="2"><b>Acknowledgments</b></font></p>     <p align="justify"><font face="verdana" size="2">The work of the first author was partially funded by CONACyT (grant number 61343) while F. L&oacute;pez and E. Schaeffer were supported by PROMEP (grant number 103,5/07/2523).</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">1. <b>Alves, M. </b>and <b>J. Cl&iacute;maco, </b>"A review of interactive methods for   multiobjective integer and mixed&#150;integer programming", <i>European Journal of Operations Research, </i>180: 99&#150;115 (2007).</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=2056457&pid=S1405-5546200800040000200001&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">2. <b>Castro, M., </b>"Dise&ntilde;o de un sistema de soporte a la decision para la optimizaci&oacute;n de carteras en organizaciones p&uacute;blicas", Master's Thesis, Universidad Aut&oacute;noma de Nuevo Le&oacute;n, San Nicol&aacute;s de los Garza, Mexico, 2007.</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=2056458&pid=S1405-5546200800040000200002&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">3. <b>Fern&aacute;ndez, E., F. L&oacute;pez </b>and <b>J. Navarro, </b>"Decision support tools for R &amp; D project selection in   public organizations", <i>IAMOT 2004, </i>Washington, DC, USA, 2004. Available online at</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=2056459&pid=S1405-5546200800040000200003&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">4. <b>Fern&aacute;ndez, E., F. L&oacute;pez, J. Navarro </b>and <b>A. Duarte, </b>"Intelligent techniques for R &amp; D projects  selection in large social organizations", <i>Computaci&oacute;n y Sistemas, </i>10(1): 28&#150;56 (2006).</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=2056460&pid=S1405-5546200800040000200004&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">5. <b>Fisher, M. L., </b>"An aplication oriented guide to lagrangian relaxation", <i>Interfaces, </i>15: 10&#150;21 (1985).</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=2056461&pid=S1405-5546200800040000200005&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">6. <b>Frangioni, A., </b>"About lagrangian methods in integer optimization", <i>Annals of Operations Research, </i>139: 163&#150; 169 (2005).</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=2056462&pid=S1405-5546200800040000200006&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">7. <b>Guignard, M., </b>"Lagrangean relaxation", <i>TOP, </i>11(2): 151&#150;228 (2003).</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=2056463&pid=S1405-5546200800040000200007&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">8. <b>Hooker, J., </b><i>Integrated Methods for Optimization. </i>International  Series in Operations Research &amp; Management Science, Vol. 100. Springer, 2007.</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=2056464&pid=S1405-5546200800040000200008&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">9. <b>Hsu, Y&#150;G., G&#150;H. Tzeng </b>and <b>J.Z. Shyu, </b>"Fuzzy multiple criteria selection of government&#150;sponsored frontier technology R &amp; D projects", <i>R &amp; D Management, </i>(33)5: 539&#150;551, 2003.</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=2056465&pid=S1405-5546200800040000200009&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">10. <b>Jain, V. </b>and <b>I. Grossmann, </b>"Algorithms for Hybrid MILP/CP Models for a Class of Optimization Problems", <i>INFORMS Journal on Computing, </i>13(4): 258&#150;276, 2001.</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=2056466&pid=S1405-5546200800040000200010&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">11. <b>Klapka, J. </b>and <b>P. Pinos, </b>"Decision support system for multicriterial R &amp; D  and information systems projects selection", <i>European Journal of Operation Research, </i>140(2): 434&#150;446, 2002.</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=2056467&pid=S1405-5546200800040000200011&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">12. <b>Lemar&eacute;chal, C., </b>"Lagrangian relaxation". In <i>Computational Combinatorial Optimization, </i>edited by M., Junger and D. Naddef, pp.115&#150;160. Springer Verlag, 2001.</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=2056468&pid=S1405-5546200800040000200012&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">13. <b>Litvinchev, I.</b>, and <b>F. L&oacute;pez, </b>"An interactive algorithm for portfolio bi&#150;criteria optimization of R &amp; D projects in public organizations", <i>Journal of Computer and Systems Sciences International, </i>(47)1: 25&#150;32, 2008.</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=2056469&pid=S1405-5546200800040000200013&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">14. <b>Litvinchev, I., F. L&oacute;pez, A. Alvarez </b>and <b>E. Fern&aacute;ndez, </b>"Large   scale public R &amp; D portfolio selection by maximizing a biobjective   impact measure", Technical Report PISIS&#150;2008, Graduate Program in   Systems Engineering, UANL, San Nicol&aacute;s de los Garza, Mexico, 2008. Submitted for publication.</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=2056470&pid=S1405-5546200800040000200014&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">15. <b>Navarro, J.,</b> "Modelo difuso de preferencias para resolver problemas de cartera en organizaciones p&uacute;blicas", Master's. Thesis, Universidad Aut&oacute;noma de Sinaloa, Sinaloa, Mexico, 2001.</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=2056471&pid=S1405-5546200800040000200015&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">16. <b>Navarro, J.</b>, "Herramientas inteligentes para la evaluaci&oacute;n y selecci&oacute;n de proyectos de investigaci&oacute;n&#150;desarrollo en el sector p&uacute;blico", Doctoral Thesis, Universidad Aut&oacute;noma de Sinaloa, Sinaloa, Mexico, 2005.</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=2056472&pid=S1405-5546200800040000200016&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">17. <b>Ringuest, J.L., S.B. Graves </b>and <b>R.H. Caseb, </b>"Mean&#150;&#150;Gini analysis in R &amp; D   portfolio selection", <i>European Journal of Operational Research, </i>(154)1: 157&#150;169, 2004.</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=2056473&pid=S1405-5546200800040000200017&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">18. <b>Soland, R.M., </b>"Multicriteria optimization: A general characterization of efficient solutions", <i>Decision Sciences, </i>(10)1: 26&#150;&#150;38, 1979.</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=2056474&pid=S1405-5546200800040000200018&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">19. <b>Stummer, C. </b>and <b>K. Heidenberger, </b>"Interactive R/ &amp; D portfolio analysis with project interdependencies and time profiles of multiple objectives", <i>IEEE Transactions on Engineering Management, </i>(50)2: 175&#150;183, 2003.</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=2056475&pid=S1405-5546200800040000200019&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">20. <b>Tian, Q., J. Ma, J. Liang, R. Kwok </b>and <b>O. Liu, </b>"An organizational decision support system for effective R &amp; D project selection", <i>Decision Support Systems, </i>39(3): 403&#150;413, 2005.</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=2056476&pid=S1405-5546200800040000200020&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --> ]]></body><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alves]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Clímaco]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A review of interactive methods for multiobjective integer and mixed-integer programming]]></article-title>
<source><![CDATA[European Journal of Operations Research]]></source>
<year>2007</year>
<numero>180</numero>
<issue>180</issue>
<page-range>99-115</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Castro]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<source><![CDATA[Diseño de un sistema de soporte a la decision para la optimización de carteras en organizaciones públicas]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Navarro]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Decision support tools for R & D project selection in public organizations]]></source>
<year>2004</year>
<publisher-loc><![CDATA[Washington^eDC DC]]></publisher-loc>
<publisher-name><![CDATA[IAMOT]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Navarro]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Duarte]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Intelligent techniques for R & D projects selection in large social organizations]]></article-title>
<source><![CDATA[Computación y Sistemas]]></source>
<year>2006</year>
<volume>10</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>28-56</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fisher]]></surname>
<given-names><![CDATA[M. L]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[An aplication oriented guide to lagrangian relaxation]]></article-title>
<source><![CDATA[Interfaces]]></source>
<year>1985</year>
<numero>15</numero>
<issue>15</issue>
<page-range>10-21</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Frangioni]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[About lagrangian methods in integer optimization]]></article-title>
<source><![CDATA[Annals of Operations Research]]></source>
<year>2005</year>
<numero>139</numero>
<issue>139</issue>
<page-range>163- 169</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Guignard]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Lagrangean relaxation]]></article-title>
<source><![CDATA[TOP]]></source>
<year>2003</year>
<volume>11</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>151-228</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hooker]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Integrated Methods for Optimization]]></source>
<year>2007</year>
<volume>100</volume>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hsu]]></surname>
<given-names><![CDATA[Y-G]]></given-names>
</name>
<name>
<surname><![CDATA[Tzeng]]></surname>
<given-names><![CDATA[G-H]]></given-names>
</name>
<name>
<surname><![CDATA[Shyu]]></surname>
<given-names><![CDATA[J.Z]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Fuzzy multiple criteria selection of government-sponsored frontier technology R & D projects]]></article-title>
<source><![CDATA[R & D Management]]></source>
<year>2003</year>
<volume>33</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>539-551</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jain]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
<name>
<surname><![CDATA[Grossmann]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Algorithms for Hybrid MILP/CP Models for a Class of Optimization Problems]]></article-title>
<source><![CDATA[INFORMS Journal on Computing]]></source>
<year>2001</year>
<volume>13</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>258-276</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Klapka]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Pinos]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Decision support system for multicriterial R & D and information systems projects selection]]></article-title>
<source><![CDATA[European Journal of Operation Research]]></source>
<year>2002</year>
<volume>140</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>434-446</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lemaréchal]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Lagrangian relaxation]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Junger]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Naddef]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<source><![CDATA[Computational Combinatorial Optimization]]></source>
<year>2001</year>
<page-range>115-160</page-range><publisher-name><![CDATA[Springer Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Litvinchev]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[An interactive algorithm for portfolio bi-criteria optimization of R & D projects in public organizations]]></article-title>
<source><![CDATA[Journal of Computer and Systems Sciences International]]></source>
<year>2008</year>
<volume>47</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>25-32</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Litvinchev]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Alvarez]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Fernández]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
</person-group>
<source><![CDATA[Large scale public R & D portfolio selection by maximizing a biobjective impact measure]]></source>
<year>2008</year>
<publisher-loc><![CDATA[San Nicolás de los Garza ]]></publisher-loc>
<publisher-name><![CDATA[UANL]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Navarro]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Modelo difuso de preferencias para resolver problemas de cartera en organizaciones públicas]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Navarro]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Herramientas inteligentes para la evaluación y selección de proyectos de investigación-desarrollo en el sector público]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B17">
<label>17</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ringuest]]></surname>
<given-names><![CDATA[J.L]]></given-names>
</name>
<name>
<surname><![CDATA[Graves]]></surname>
<given-names><![CDATA[S.B]]></given-names>
</name>
<name>
<surname><![CDATA[Caseb]]></surname>
<given-names><![CDATA[R.H]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Mean--Gini analysis in R & D portfolio selection]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>2004</year>
<volume>154</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>157-169</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Soland]]></surname>
<given-names><![CDATA[R.M]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Multicriteria optimization: A general characterization of efficient solutions]]></article-title>
<source><![CDATA[Decision Sciences]]></source>
<year>1979</year>
<volume>10</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>26--38</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>19</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Stummer]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Heidenberger]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Interactive R/ & D portfolio analysis with project interdependencies and time profiles of multiple objectives]]></article-title>
<source><![CDATA[IEEE Transactions on Engineering Management]]></source>
<year>2003</year>
<volume>50</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>175-183</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>20</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tian]]></surname>
<given-names><![CDATA[Q]]></given-names>
</name>
<name>
<surname><![CDATA[Ma]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Liang]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Kwok]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[An organizational decision support system for effective R & D project selection]]></article-title>
<source><![CDATA[Decision Support Systems]]></source>
<year>2005</year>
<volume>39</volume>
<numero>3)</numero>
<issue>3)</issue>
<page-range>403-413</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
