<?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>0121-1129</journal-id>
<journal-title><![CDATA[Revista Facultad de Ingeniería]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. Fac. ing.]]></abbrev-journal-title>
<issn>0121-1129</issn>
<publisher>
<publisher-name><![CDATA[Universidad Pedagógica y Tecnológica de Colombia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0121-11292023000200004</article-id>
<article-id pub-id-type="doi">10.19053/01211129.v32.n64.2023.15208</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Information Retrieval Model with Query Expansion and User Preference Profile]]></article-title>
<article-title xml:lang="es"><![CDATA[Modelo para la recuperación de información con expansión de consulta y perfil de preferencia de los usuarios]]></article-title>
<article-title xml:lang="pt"><![CDATA[Modelo de recuperação de informações com expansão de consulta e perfil de preferência do usuario]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Viltres-Sala]]></surname>
<given-names><![CDATA[Hubert]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Estrada-Sentí]]></surname>
<given-names><![CDATA[Vivian]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Febles-Rodríguez]]></surname>
<given-names><![CDATA[Juan-Pedro]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Jiménez-Moya]]></surname>
<given-names><![CDATA[Gerdys-Ernesto]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad de Ciencias informáticas  ]]></institution>
<addr-line><![CDATA[Habana ]]></addr-line>
<country>Cuba</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad de Ciencias informáticas  ]]></institution>
<addr-line><![CDATA[Habana ]]></addr-line>
<country>Cuba</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad de Ciencias informáticas  ]]></institution>
<addr-line><![CDATA[Habana ]]></addr-line>
<country>Cuba</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Universidad de Ciencias informáticas  ]]></institution>
<addr-line><![CDATA[Habana ]]></addr-line>
<country>Cuba</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2023</year>
</pub-date>
<volume>32</volume>
<numero>64</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0121-11292023000200004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0121-11292023000200004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0121-11292023000200004&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract Understanding the user's search intention enables identifying and extracting the most relevant and personalized search results from the available information, according to the user's needs. This paper proposes an algorithm for relevant information retrieval that combines user preferences profile and query expansion to get relevant and personalized search results. The information retrieval process is validated using Precision, Recall and Mean Average Precision (MAP) metrics applied to a dataset that contains the standardized documents and preferences profiles. The results allowed us to demonstrate that the algorithm improves the information retrieval process by finding documents with better quality and greater relevance to the users' needs.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Comprender la intención de búsqueda del usuario permite identificar y extraer los resultados de búsqueda más relevantes y personalizados de la información disponible según sus necesidades. En el presente artículo se plantea un algoritmo para la recuperación de información relevante que combina las preferencias del perfil del usuario y la expansión de consulta para obtener resultados de búsqueda relevantes y personalizados. El proceso de recuperación de información se valida mediante las métricas de Precision, Recall y Mean Average Precision (MAP) aplicadas a un conjunto de datos que contiene los documentos estandarizados y los perfiles de preferencias. Los resultados permitieron demostrar que el algoritmo mejora el proceso de recuperación de información al arrojar documentos con mejor calidad y relevancia según las necesidades de los usuarios.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Resumo Compreender a intenção de pesquisa do usuário permite identificar e extrair os resultados de pesquisa mais relevantes e personalizados das informações disponíveis de acordo com suas necessidades. Neste artigo, é proposto um algoritmo para a recuperação de informações relevantes que combina as preferências do perfil do usuário e a expansão da consulta para obter resultados de pesquisa relevantes e personalizados. O processo de recuperação da informação é validado por meio de métricas Precision, Recall e Mean Average Precision (MAP) aplicadas a um conjunto de dados contendo documentos padronizados e perfis de preferência. Os resultados permitiram demonstrar que o algoritmo aprimorou o processo de recuperação da informação ao produzir documentos com melhor qualidade e relevância de acordo com as necessidades dos usuários.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[personalized information retrieval]]></kwd>
<kwd lng="en"><![CDATA[query expansion]]></kwd>
<kwd lng="en"><![CDATA[semantic annotation]]></kwd>
<kwd lng="en"><![CDATA[user profile]]></kwd>
<kwd lng="es"><![CDATA[anotación semántica]]></kwd>
<kwd lng="es"><![CDATA[expansión de consulta]]></kwd>
<kwd lng="es"><![CDATA[perfil de usuario]]></kwd>
<kwd lng="es"><![CDATA[recuperación de información personalizada]]></kwd>
<kwd lng="pt"><![CDATA[anotação semântica]]></kwd>
<kwd lng="pt"><![CDATA[expansão da consulta]]></kwd>
<kwd lng="pt"><![CDATA[perfil de usuário]]></kwd>
<kwd lng="pt"><![CDATA[recuperação de informações personalizadas]]></kwd>
</kwd-group>
</article-meta>
</front><back>
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