<?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>0120-1751</journal-id>
<journal-title><![CDATA[Revista Colombiana de Estadística]]></journal-title>
<abbrev-journal-title><![CDATA[Rev.Colomb.Estad.]]></abbrev-journal-title>
<issn>0120-1751</issn>
<publisher>
<publisher-name><![CDATA[Departamento de Estadística - Universidad Nacional de Colombia.]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0120-17512007000100008</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Análisis exploratorio de variables regionalizadas con métodos funcionales]]></article-title>
<article-title xml:lang="en"><![CDATA[Exploratory Analysis of Regionalized Variables with Functional Methods]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[GIRALDO]]></surname>
<given-names><![CDATA[RAMÓN]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad Nacional de Colombia Facultad de Ciencias Departamento de Estadística]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>15</day>
<month>06</month>
<year>2007</year>
</pub-date>
<pub-date pub-type="epub">
<day>15</day>
<month>06</month>
<year>2007</year>
</pub-date>
<volume>30</volume>
<numero>1</numero>
<fpage>115</fpage>
<lpage>127</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0120-17512007000100008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0120-17512007000100008&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0120-17512007000100008&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Se muestra cómo las estadísticas descriptivas funcionales y el análisis en componentes principales funcional (ACPF) pueden emplearse en la evaluación empírica del supuesto de estacionariedad considerado en la modelación de variables regionalizadas. Se toma como ejemplo información georreferenciada correspondiente a mediciones de profundidad recogidas en 114 sitios de la Ciénaga Grande de Santa Marta, Colombia.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[It is shown how summary statistics of functional data and functional principal components analysis (FPCA) can be used to evaluate the stationarity assumption considered in modeling of regionalized variables. As an example is taken georeferenced information of depth measured at 114 locations at Ciénaga Grande de Santa Marta, Colombia.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[análisis de datos funcionales]]></kwd>
<kwd lng="es"><![CDATA[análisis en componentes principales funcional]]></kwd>
<kwd lng="es"><![CDATA[estacionariedad]]></kwd>
<kwd lng="en"><![CDATA[Functional data analysis]]></kwd>
<kwd lng="en"><![CDATA[Functional principal components analysis]]></kwd>
<kwd lng="en"><![CDATA[Stationarity]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[   <font face="verdana" size="2">      <p><b><font size="4">    <center>An&aacute;lisis exploratorio de variables regionalizadas con m&eacute;todos funcionales</center></font> </b></p>      <p><b><font size="3">    <center>Exploratory Analysis of Regionalized Variables with Functional Methods</center></font> </b></p>      <p>    <center>RAM&Oacute;N GIRALDO<sup>1</sup></center></p>      <p> <sup>1</sup>Universidad Nacional de Colombia, Facultad de Ciencias, Departamento de Estad&iacute;stica, Bogot&aacute;. Profesor asociado. E-mail: <a href="mailto:rgiraldoh@unal.edu.co">rgiraldoh@unal.edu.co</a>    <br> </p>  <hr size=1>      <p><b>    ]]></body>
<body><![CDATA[<center>Resumen</center></b></p>      <p> Se muestra c&oacute;mo las estad&iacute;sticas descriptivas funcionales y el an&aacute;lisis en componentes principales funcional (ACPF) pueden emplearse en la evaluaci&oacute;n emp&iacute;rica del supuesto de estacionariedad considerado en la modelaci&oacute;n de variables regionalizadas. Se toma como ejemplo informaci&oacute;n georreferenciada correspondiente a mediciones de profundidad recogidas en 114 sitios de la Ci&eacute;naga Grande de Santa Marta, Colombia. </p>      <p><b>Palabras clave:</b> an&aacute;lisis de datos funcionales, an&aacute;lisis en componentes principales funcional, estacionariedad.</p>  <hr size=1>      <p><b>    <center>Abstract</center></b></p>      <p> It is shown how summary statistics of functional data and functional principal components analysis (FPCA) can be used to evaluate the stationarity assumption considered in modeling of regionalized variables. As an example is taken georeferenced information of depth measured at 114 locations at Ci&eacute;naga Grande de Santa Marta, Colombia. </p>      <p><b>Key words:</b> Functional data analysis, Functional principal components analysis, Stationarity.</p>  <hr size=1>      <p>Texto completo disponible en <a href="pdf/rce/v30n1/v30n1a08.pdf">PDF</a></p>  <hr size=1>      <p><b><font size="3">Referencias</font></b></p>      <!-- ref --><p>1. Cardot, H., Ferraty, F. & Sarda, P. (1999), ‘Functional Linear Model’, <i>Statistics and Probability Letters</i> <b>45</b>, 11–22.&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=000022&pid=S0120-1751200700010000800001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p>2. Christakos, G. 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