<?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>2227-1899</journal-id>
<journal-title><![CDATA[Revista Cubana de Ciencias Informáticas]]></journal-title>
<abbrev-journal-title><![CDATA[Rev cuba cienc informat]]></abbrev-journal-title>
<issn>2227-1899</issn>
<publisher>
<publisher-name><![CDATA[Editorial Ediciones Futuro]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2227-18992021000500381</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Methods of community detection in hybrid network applied to the academic network analysis]]></article-title>
<article-title xml:lang="es"><![CDATA[Métodos de detección de comunidad en redes híbridas aplicado al análisis de redes académicas]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Jiang]]></surname>
<given-names><![CDATA[Lu]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Gulín-González]]></surname>
<given-names><![CDATA[Jorge]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Navas Conyedo]]></surname>
<given-names><![CDATA[Edisel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[Yunwei]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Scientometrics &amp; Evaluation Research Center (SERC)  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>China</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,University of Chinese Academy of Sciences School of Economics and Management Department of Library Information and Archives Management]]></institution>
<addr-line><![CDATA[ Beijing]]></addr-line>
<country>China</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad de Las Ciencias Informáticas (UCI). Centro de Estudios de Matemática Computacional (CEMC) ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Cuba</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2021</year>
</pub-date>
<volume>15</volume>
<numero>4</numero>
<fpage>381</fpage>
<lpage>412</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_arttext&amp;pid=S2227-18992021000500381&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_abstract&amp;pid=S2227-18992021000500381&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_pdf&amp;pid=S2227-18992021000500381&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT In the real-world, multiple-typed objects are interconnected, making heterogeneous information networks. Hybrid network is a heterogeneous network which contains a variety of node types and a variety of relationship types. The concept of heterogeneous network emphasizes the complexity at the level of network structure, while the network formed by the integration of multiple nodes and multiple relationships emphasizes the richness of studied functions. The characteristics of the multi-node and multi-relationship hybrid network are mainly reflected in the following two aspects: first, the diversity of nodes, including a variety of node types and, second, the richness of relationships. Community structure detection is a method used to identify clusters of nodes in a network. Community structure detection is the most widely studied structural features of complex networks. In this paper, we present a review about the method of community detection in hybrid network, and the application to the network analysis. Here, we present a revision of the main techniques, methods, data sets and algorithms used in the literature and, a short description of the general features of the community detection topics. Main authors and their contributions to this fields are introduced. The study is focused on the analysis of the multi-node and multi-relationship hybrid networks with the idea to apply these results to the academic network analysis. Considering the revised literature, we propose a hybrid network community detection algorithm based on meta-path, seed nodes and extend modularity method to study the academic networks.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN En el mundo real, múltiples tipos de objetos están interconectados, creando redes de información heterogéneas. Una red híbrida es una red heterogénea con una variedad de tipos de nodos y una variedad de tipos de relaciones. El concepto de red heterogénea enfatiza la complejidad a nivel estructural de la red y la riqueza de funciones estudiadas. Las características de la red híbrida de múltiples nodos y relaciones se reflejan principalmente en los dos aspectos siguientes: primero, la diversidad de nodos, incluida la variedad de tipos de nodos y, segundo, la riqueza de las relaciones entre ellos. La detección de estructuras comunitarias es un método que se utiliza para identificar grupos de nodos en una red. La detección de estructuras comunitarias es la característica estructural más estudiada de las redes complejas. Aquí presentamos una revisión sobre el método de detección de comunidades en redes híbridas y la aplicación al análisis de redes. Presentamos una revisión de las principales técnicas, métodos, conjuntos de datos y algoritmos utilizados en la literatura y, una breve descripción de las características generales de los temas de detección de comunidades. Se presentan los principales autores y sus contribuciones a estos campos. El estudio se centra en el análisis de las redes híbridas multinodo y multirelación con la idea de aplicar estos resultados al análisis de redes académicas. Teniendo en cuenta la literatura, proponemos un algoritmo de detección de comunidad de red híbrida basado en meta-ruta, nodos semilla y método de modularidad extendida para estudiar las redes académicas.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Hybrid network]]></kwd>
<kwd lng="en"><![CDATA[Heterogeneous network]]></kwd>
<kwd lng="en"><![CDATA[Community detection]]></kwd>
<kwd lng="en"><![CDATA[Multi-node and Multi-relationship]]></kwd>
<kwd lng="en"><![CDATA[Network Analysis]]></kwd>
<kwd lng="es"><![CDATA[Red Híbrida]]></kwd>
<kwd lng="es"><![CDATA[Red Heterogénea]]></kwd>
<kwd lng="es"><![CDATA[Detección de Comunidad]]></kwd>
<kwd lng="es"><![CDATA[Relaciones multimodo y Multirrelación]]></kwd>
<kwd lng="es"><![CDATA[Análisis de Red]]></kwd>
</kwd-group>
</article-meta>
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