<?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>1607-4041</journal-id>
<journal-title><![CDATA[Revista electrónica de investigación educativa]]></journal-title>
<abbrev-journal-title><![CDATA[REDIE]]></abbrev-journal-title>
<issn>1607-4041</issn>
<publisher>
<publisher-name><![CDATA[Universidad Autónoma de Baja California, Instituto de Investigación y Desarrollo Educativo]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1607-40412023000100118</article-id>
<article-id pub-id-type="doi">10.24320/redie.2023.25.e18.4455</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Factores explicativos de la deserción universitaria abordados mediante inteligencia artificial]]></article-title>
<article-title xml:lang="en"><![CDATA[Explanatory Factors of University Dropout Explored Through Artificial Intelligence]]></article-title>
<article-title xml:lang="pt"><![CDATA[Fatores explicativos da evasão universitária abordados por meio da inteligência artificial]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Parra Sánchez]]></surname>
<given-names><![CDATA[Juan-Sebastián]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Torres Pardo]]></surname>
<given-names><![CDATA[Ingrid Durley]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Martínez de Merino]]></surname>
<given-names><![CDATA[Carmen Ysabel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Católica Luis Amigó  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2023</year>
</pub-date>
<volume>25</volume>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1607-40412023000100118&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1607-40412023000100118&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1607-40412023000100118&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Este artículo identifica los principales estudios relacionados con los factores que contribuyen a explicar la deserción universitaria, y cómo estos son abordados desde el campo de la inteligencia artificial (IA). El estudio describe la metodología adoptada para seleccionar 31 documentos sobre un repositorio de 2745 reportados en la literatura. El análisis se realizó desde los principales métodos de IA adoptados, así como desde los factores explicativos de la deserción universitaria agrupados en cuatro categorías: académicos, relacionados con la motivación y hábitos de estudio, institucionales, y económicos y sociodemográficos. La revisión de la literatura permite concluir que la tarea más común desde la IA es la clasificación mediante árboles de decisión y que la mayoría de los trabajos predicen la deserción universitaria desde los factores que la explican.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract This paper identifies key research on the factors that help to explain university dropout and how these factors are being explored by means of artificial intelligence (AI). The study describes the methodology employed to select 31 papers from a repository of 2,745 reported in the literature. The analysis centered on the main AI methods used and four categories of explanatory factors of university dropout: academic factors; factors associated with motivation and study habits; institutional factors; and economic and sociodemographic factors. The conclusion drawn from this literature review is that AI is most commonly used for decision tree-based classification, and most studies focus on predicting university dropout on the basis of explanatory factors.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Resumo Este artigo identifica os principais estudos relacionados aos fatores que contribuem para explicar a evasão universitária e como eles são abordados a partir do campo da inteligência artificial (IA). O estudo descreve a metodologia adotada para selecionar 31 documentos de um repositório de 2745 relatados na literatura. A análise foi realizada a partir dos principais métodos de IA adotados, bem como dos fatores explicativos da evasão universitária agrupados em quatro categorias: acadêmica, relacionada com a motivação e hábitos de estudo, institucional, e econômica e sociodemográfica. A revisão da literatura permite concluir que a tarefa mais comum da IA é a classificação por meio de árvores de decisão e que a maioria dos trabalhos prevê a evasão universitária a partir dos fatores que a explicam.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[deserción escolar]]></kwd>
<kwd lng="es"><![CDATA[tasa de deserción escolar]]></kwd>
<kwd lng="es"><![CDATA[estudiante universitario]]></kwd>
<kwd lng="es"><![CDATA[inteligencia artificial]]></kwd>
<kwd lng="en"><![CDATA[dropping out]]></kwd>
<kwd lng="en"><![CDATA[dropout rate]]></kwd>
<kwd lng="en"><![CDATA[college students]]></kwd>
<kwd lng="en"><![CDATA[artificial intelligence]]></kwd>
<kwd lng="pt"><![CDATA[evasão escolar]]></kwd>
<kwd lng="pt"><![CDATA[taxa de evasão]]></kwd>
<kwd lng="pt"><![CDATA[estudante universitário]]></kwd>
<kwd lng="pt"><![CDATA[inteligência artificial]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Aboltins]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Atslega]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Sergejeva]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Strupule]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[One of opportunities to reduce student dropouts]]></source>
<year>2019</year>
<conf-name><![CDATA[ 18International Scientific Conference Engineering for Rural Development]]></conf-name>
<conf-date>1946</conf-date>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Agrusti]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Bonavolontà]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Mezzini]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[University dropout prediction through educational data mining techniques: a systematic review]]></article-title>
<source><![CDATA[Journal of E-Learning and Knowledge Society]]></source>
<year>2019</year>
<volume>15</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>161-82</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alban]]></surname>
<given-names><![CDATA[M. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Mauricio]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Prediction of university dropout through technological factors: a case study in Ecuador]]></article-title>
<source><![CDATA[Espacios]]></source>
<year>2018</year>
<volume>39</volume>
<numero>52</numero>
<issue>52</issue>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Barragán]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Patiño]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Elementos para la comprensión del fenómeno de la deserción universitaria en Colombia. Más allá de las mediciones]]></article-title>
<source><![CDATA[Cuadernos Latinoamericanos de Administración]]></source>
<year>2016</year>
<volume>9</volume>
<numero>16</numero>
<issue>16</issue>
<page-range>55-66</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bedregal-Alpaca]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Cornejo-Aparicio]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Zarate-Valderrama]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Yanque-Churo]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Classification models for determining types of academic risk and predicting dropout in university students]]></article-title>
<source><![CDATA[International Journal of Advanced Computer Science and Applications]]></source>
<year>2020</year>
<volume>11</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>266-72</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Behr]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Giese]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Teguim]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Theune]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Early prediction of university dropouts: a random forest approach]]></article-title>
<source><![CDATA[Jahrbücher für Nationalökonomie und Statistik]]></source>
<year>2020</year>
<volume>240</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>743-89</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bravo]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Mejía]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Los retos de la educación superior en Colombia: una reflexión sobre el fenómeno de la deserción universitaria]]></article-title>
<source><![CDATA[Revista Educación en Ingeniería]]></source>
<year>2010</year>
<volume>5</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>85-98</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bung&#259;u]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Pop]]></surname>
<given-names><![CDATA[A. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Borza]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Dropout of first year undergraduate students: a case study of engineering students]]></article-title>
<source><![CDATA[Balkan Region Conference on Engineering and Business Education]]></source>
<year>2017</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>349-56</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Burgos]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Campanario]]></surname>
<given-names><![CDATA[M. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Peña]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Lara]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Lizcano]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data mining for modeling students&#8217; performance: a tutoring action plan to prevent academic dropout]]></article-title>
<source><![CDATA[Computers and Electrical Engineering]]></source>
<year>2018</year>
<volume>66</volume>
<page-range>541-56</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Camacho]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Montalvo]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Galezo]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Determinantes de la deserción estudiantil en estudiantes universitarios]]></article-title>
<source><![CDATA[Panorama Económico]]></source>
<year>2019</year>
<volume>27</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>134-62</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Carvajal]]></surname>
<given-names><![CDATA[C. M.]]></given-names>
</name>
<name>
<surname><![CDATA[González]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Sarzoza]]></surname>
<given-names><![CDATA[S. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Variables sociodemográficas y académicas explicativas de la deserción de estudiantes en la facultad de ciencias naturales de la Universidad de Playa Ancha (Chile)]]></article-title>
<source><![CDATA[Formación Universitaria]]></source>
<year>2018</year>
<volume>11</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>3-12</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Casanova]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Cervero]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Núñez]]></surname>
<given-names><![CDATA[J. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Almeida]]></surname>
<given-names><![CDATA[L. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Bernardo]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factors that determine the persistence and dropout of university students]]></article-title>
<source><![CDATA[Psicothema]]></source>
<year>2018</year>
<volume>30</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>408-14</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Castro-Montoya]]></surname>
<given-names><![CDATA[B. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Manrique-Hernández]]></surname>
<given-names><![CDATA[R. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Gonzalez-Gómez]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Segura-Cardona]]></surname>
<given-names><![CDATA[A. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Trayectoria académica y factores asociados a graduación, deserción y rezago en estudiantes de programas de pregrado de una universidad privada de Medellín (Colombia)]]></article-title>
<source><![CDATA[Formacion Universitaria]]></source>
<year>2020</year>
<volume>13</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>43-54</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Díaz]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Pérez]]></surname>
<given-names><![CDATA[M. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Bernardo]]></surname>
<given-names><![CDATA[A. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Fernández]]></surname>
<given-names><![CDATA[A. C.]]></given-names>
</name>
<name>
<surname><![CDATA[González]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Affective and cognitive variables involved in structural prediction of university dropout]]></article-title>
<source><![CDATA[Psicothema]]></source>
<year>2019</year>
<volume>31</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>429-36</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Donoso-Díaz]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Neira]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Donoso]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Sistemas de alerta temprana para estudiantes en riesgo de abandono de la educación superior]]></article-title>
<source><![CDATA[Ensaio: Avaliação e Políticas Públicas Em Educação]]></source>
<year>2018</year>
<volume>26</volume>
<numero>100</numero>
<issue>100</issue>
<page-range>944-67</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández-Chinguel]]></surname>
<given-names><![CDATA[J. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Díaz-Vélez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factores asociados a la deserción en estudiantes de medicina en una universidad peruana]]></article-title>
<source><![CDATA[Educacion Médica Superior]]></source>
<year>2016</year>
<volume>30</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández-Martín]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Solís-Salazar]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández-Jiménez]]></surname>
<given-names><![CDATA[M. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Moreira-Mora]]></surname>
<given-names><![CDATA[T. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A multinomial and predictive analysis of factors associated with university dropout]]></article-title>
<source><![CDATA[Revista Electrónica Educare]]></source>
<year>2019</year>
<volume>23</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-25</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ferreira]]></surname>
<given-names><![CDATA[M. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Avitabile]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Botero]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Haimovich]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Urzúa]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Momento decisivo: la educación superior en América Latina y el Caribe]]></source>
<year>2017</year>
<publisher-name><![CDATA[Banco Mundial]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Forero]]></surname>
<given-names><![CDATA[L. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Piñeros]]></surname>
<given-names><![CDATA[Y. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Rodríguez]]></surname>
<given-names><![CDATA[J. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Machine learning for the identification of students at risk of academic desertion]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Uden]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Liberona]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Sanchez]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Rodríguez-González]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Learning Technology for Education Challenges. LTEC 2019. Communications in computer and information science]]></source>
<year>2019</year>
<volume>1011</volume>
<page-range>462-73</page-range><publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gallegos]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Campos]]></surname>
<given-names><![CDATA[N. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Canales]]></surname>
<given-names><![CDATA[K. A.]]></given-names>
</name>
<name>
<surname><![CDATA[González]]></surname>
<given-names><![CDATA[E. N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factores determinantes en la deserción universitaria. Caso Facultad de Ciencias Económicas y Administrativas de la Universidad Católica de la Santísima Concepción (Chile)]]></article-title>
<source><![CDATA[Formación Universitaria]]></source>
<year>2018</year>
<volume>11</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>11-8</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García de Fanelly]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Panorama de la Educación Superior en Iberoamérica. Panorama, portal a la educación]]></source>
<year>2019</year>
<publisher-name><![CDATA[Red Índice-OEI]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gironés]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Casas]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Minguillón]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Caihuelas]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Minería de datos: modelos y algoritmos]]></source>
<year>2017</year>
<publisher-name><![CDATA[Universitat Oberta de Catalunya]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[González]]></surname>
<given-names><![CDATA[L. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Espinoza]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Deserción en educación superior en América Latina y el Caribe]]></article-title>
<source><![CDATA[Paideia, Revista De Educación]]></source>
<year>2016</year>
<volume>45</volume>
<page-range>33-46</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernandez]]></surname>
<given-names><![CDATA[A. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Melendez]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[L. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Garcia]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Tecpanecatl]]></surname>
<given-names><![CDATA[J. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Algredo]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparative study of algorithms to predict the desertion in the students at the ITSM-Mexico]]></article-title>
<source><![CDATA[IEEE Latin America Transactions]]></source>
<year>2016</year>
<volume>14</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>4573-8</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernandez]]></surname>
<given-names><![CDATA[E. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Duque]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Quintero]]></surname>
<given-names><![CDATA[D. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Escobar]]></surname>
<given-names><![CDATA[J. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Ramirez]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Educational data mining for the analysis of student desertion]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernández-Jiménez]]></surname>
<given-names><![CDATA[M. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Moreira-Mora]]></surname>
<given-names><![CDATA[T. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Solís-Salazar]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Fernández-Martín]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estudio descriptivo de variables sociodemográficas y motivacionales asociadas a la deserción: la perspectiva de personas universitarias de primer ingreso]]></article-title>
<source><![CDATA[Revista Educación]]></source>
<year>2019</year>
<volume>44</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>108-27</page-range></nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hori]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Identifying factors contributing to university dropout with sparse logistic regression]]></source>
<year>2018</year>
<conf-name><![CDATA[ 7International Congress on Advanced Applied Informatics (IIAI-AAI)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>430-3</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hutagaol]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Suharjito]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predictive modelling of student dropout using ensemble classifier method in higher education]]></article-title>
<source><![CDATA[Advances in Science, Technology and Engineering Systems]]></source>
<year>2019</year>
<volume>4</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>206-11</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kemper]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Vorhoff]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Wigger]]></surname>
<given-names><![CDATA[B. U.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting student dropout: a machine learning approach]]></article-title>
<source><![CDATA[European Journal of Higher Education]]></source>
<year>2020</year>
<volume>10</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>28-47</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lázaro]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Callejas]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Griol]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factores que inciden en la deserción estudiantil en carreras de perfil Ingeniería Informática]]></article-title>
<source><![CDATA[Revista Fuentes]]></source>
<year>2020</year>
<volume>22</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>105-26</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[León]]></surname>
<given-names><![CDATA[G. de la C.]]></given-names>
</name>
<name>
<surname><![CDATA[Viña]]></surname>
<given-names><![CDATA[S. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[La inteligencia artificial en la educacion superior. Oportunidades y amenazas]]></article-title>
<source><![CDATA[INNOVA Research Journal]]></source>
<year>2017</year>
<volume>2</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>412-22</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liz-Domínguez]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Caeiro-Rodríguez]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Llamas-Nistal]]></surname>
<given-names><![CDATA[F. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Systematic literature review of predictive analysis tools in higher education]]></article-title>
<source><![CDATA[Applied Sciences]]></source>
<year>2019</year>
<volume>9</volume>
<numero>24</numero>
<issue>24</issue>
<page-range>1-26</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Manrique]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Nunes]]></surname>
<given-names><![CDATA[B. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Marino]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Casanova]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Nurmikko-Fuller]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<source><![CDATA[An analysis of student representation, representative features and classification algorithms to predict degree dropout]]></source>
<year>2019</year>
<conf-name><![CDATA[ 9International Conference on Learning Analytics &amp; Knowledge]]></conf-name>
<conf-loc> </conf-loc>
<page-range>401-10</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="book">
<collab>Ministerio de Educación Nacional</collab>
<source><![CDATA[Deserción estudiantil en la educación superior colombiana. Elementos para su diagnóstico y tratamiento]]></source>
<year>2008</year>
<publisher-loc><![CDATA[Colombia ]]></publisher-loc>
<publisher-name><![CDATA[Ministerio de Educación Nacional]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Miranda]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Guzmán]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Análisis de la deserción de estudiantes universitarios usando técnicas de minería de datos]]></article-title>
<source><![CDATA[Formacion Universitaria]]></source>
<year>2017</year>
<volume>10</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>61-8</page-range></nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Munizaga]]></surname>
<given-names><![CDATA[F. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Cifuentes]]></surname>
<given-names><![CDATA[M. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Beltrán]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Retención y abandono estudiantil en la educación superior universitaria en América Latina y el Caribe: una revisión sistemática]]></article-title>
<source><![CDATA[Education Policy Analysis Archives]]></source>
<year>2018</year>
<volume>26</volume>
<page-range>61</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="">
<collab>OECD</collab>
<source><![CDATA[Education in Colombia. Reviews of National Policies for Education]]></source>
<year>2016</year>
</nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ortiz-Lozano]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Rua-Vieites]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Bilbao-Calabuig]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Casadesús-Fa]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[University student retention: best time and data to identify undergraduate students at risk of dropout]]></article-title>
<source><![CDATA[Innovations in Education and Teaching International]]></source>
<year>2018</year>
<volume>57</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>74-85</page-range></nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pérez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Grandón]]></surname>
<given-names><![CDATA[E. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Caniupán]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Vargas]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Comparative analysis of prediction techniques to determine student dropout: logistic regression vs decision trees]]></source>
<year>2018</year>
<conf-name><![CDATA[ 37th International Conference of the Chilean Computer Science Society (SCCC)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pérez]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Castellanos]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Correal]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Applying data mining techniques to predict student dropout: a case study]]></source>
<year>2018</year>
<conf-name><![CDATA[ 1olombian Conference on Applications in Computational Intelligence (ColCACI)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-6</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ramírez]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Díaz]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Salcedo]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[El Uso de los términos abandono y deserción estudiantil y sus consecuencias al momento de definir políticas institucionales]]></source>
<year>2016</year>
<conf-name><![CDATA[ Congreso CLABES, VI]]></conf-name>
<conf-loc>Quito, Ecuador </conf-loc>
</nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Dafonte]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Gómez]]></surname>
<given-names><![CDATA[Á.]]></given-names>
</name>
<name>
<surname><![CDATA[Penousal]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<source><![CDATA[teligencia Artificial y computación avanzada]]></source>
<year>2007</year>
</nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rueda]]></surname>
<given-names><![CDATA[S. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Urrego]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Páez]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Velásquez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández]]></surname>
<given-names><![CDATA[E. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Perfiles de riesgo de deserción en estudiantes de las sedes de una universidad colombiana]]></article-title>
<source><![CDATA[Revista De Psicología]]></source>
<year>2020</year>
<volume>38</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>275-97</page-range></nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Serra]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Perchinunno]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Bilancia]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting student dropouts in higher education using supervised classification algorithms]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Gervasi]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<source><![CDATA[Computational science and its applications- ICCSA 2018. Lecture Notes in Computer Science]]></source>
<year>2018</year>
<volume>10962</volume>
<page-range>18-33</page-range><publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B45">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Silva]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Arrieta]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Mosquera]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Vargas]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Barrios]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Orellano]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Pineda]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Prediction of academic dropout in university students using data mining: engineering Case]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Gunjan]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Senatore]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gao]]></surname>
<given-names><![CDATA[X. Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Merugu]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Advances in cybernetics, cognition, and machine learning for communication technologies. Lecture Notes in Electrical Engineering]]></source>
<year>2020</year>
<volume>643</volume>
<page-range>495-500</page-range><publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B46">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Silva]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Castro]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[María]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Márquez]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Cadavid]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Navarro]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[de la Hoz]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data mining to identify risk factors associated with university students dropout]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Tan]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Shi]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data Mining and Big Data. DMBD 2019. Communications in Computer and Information Science]]></source>
<year>2019</year>
<volume>1071</volume>
<page-range>44-52</page-range><publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B47">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sultana]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Khan]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Abbas]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting performance of electrical engineering students using cognitive and non-cognitive features for identification of potential dropouts]]></article-title>
<source><![CDATA[International Journal of Electrical Engineering Education]]></source>
<year>2017</year>
<volume>54</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>105-18</page-range></nlm-citation>
</ref>
<ref id="B48">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Timaran]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Caicedo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Application of decision trees for detection of student dropout profiles]]></source>
<year>2017</year>
<conf-name><![CDATA[ 16IEEE International Conference on Machine Learning and Applications (ICMLA)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>528-31</page-range></nlm-citation>
</ref>
<ref id="B49">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tipismana]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factores de resiliencia y afrontamiento como predictores del rendimiento académico de los estudiantes en universidades privadas]]></article-title>
<source><![CDATA[Revista Iberoamericana sobre Calidad, Eficacia y Cambio en Educacion]]></source>
<year>2019</year>
<volume>17</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>147-85</page-range></nlm-citation>
</ref>
<ref id="B50">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vargas]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Montero]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factores que determinan el rendimiento académico en matemáticas en el contexto de una universidad tecnológica: aplicación de un modelo de ecuaciones estructurales]]></article-title>
<source><![CDATA[Universitas Psychologica]]></source>
<year>2016</year>
<volume>15</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1-11</page-range></nlm-citation>
</ref>
<ref id="B51">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vila]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Cisneros]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Granda]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Ortega]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Posso]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[Detection of desertion patterns in university students using data mining techniques: a case study]]></source>
<year>2019</year>
<conf-name><![CDATA[ 4International Conference, CITT]]></conf-name>
<conf-loc>Babahoyo, Ecuador </conf-loc>
</nlm-citation>
</ref>
<ref id="B52">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Viloria]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Vargas-Mercado]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández-Palma]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Orellana]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Arrozola]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Integration of data technology for analyzing university dropout]]></article-title>
<source><![CDATA[Procedia Computer Science]]></source>
<year>2019</year>
<volume>155</volume>
<page-range>569-74</page-range></nlm-citation>
</ref>
<ref id="B53">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Viloria]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Sierra]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Garcia]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Basto]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Pichón]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Diago]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Kamatkar]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Dropout-Permanence Analysis of University Students Using Data Mining]]></article-title>
<source><![CDATA[Intelligent Computing, Information and Control Systems]]></source>
<year>2020</year>
<volume>1</volume>
<page-range>374-83</page-range></nlm-citation>
</ref>
<ref id="B54">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zaria]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Arce]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Lam]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estudio de variables que influyen en la deserción de estudiantes universitarios de primer año , mediante minería de datos]]></article-title>
<source><![CDATA[Ciencia Amazónica]]></source>
<year>2016</year>
<volume>6</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>73-84</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
