<?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>2007-9753</journal-id>
<journal-title><![CDATA[RIIIT. Revista internacional de investigación e innovación tecnológica]]></journal-title>
<abbrev-journal-title><![CDATA[RIIIT. Rev. int. investig. innov. tecnol.]]></abbrev-journal-title>
<issn>2007-9753</issn>
<publisher>
<publisher-name><![CDATA[Universidad Autónoma de Coahuila]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2007-97532024000100056</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Aplicación de Técnicas de Minería de Datos para Clasificación: Un Caso de Estudio en la Educación Superior]]></article-title>
<article-title xml:lang="en"><![CDATA[Application of Data Mining Techniques for Classification: A Case Study in Higher Education]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Chávez-Vega]]></surname>
<given-names><![CDATA[N.B.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Pérez-Olguín]]></surname>
<given-names><![CDATA[I.J.C.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Luviano-Cruz]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Portillo-Escobedo]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Tecnológica de Chihuahua Departamento de Mecatrónica ]]></institution>
<addr-line><![CDATA[Chihuahua ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Autónoma de Ciudad Juárez Instituto de Ingeniería y Tecnología ]]></institution>
<addr-line><![CDATA[Chihuahua ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad Autónoma de Ciudad Juárez Instituto de Ingeniería y Tecnología ]]></institution>
<addr-line><![CDATA[Chihuahua ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Instituto Tecnológico de Chihuahua División de Estudios de Posgrado e Investigación ]]></institution>
<addr-line><![CDATA[Chihuahua ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>02</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>02</month>
<year>2024</year>
</pub-date>
<volume>11</volume>
<numero>66</numero>
<fpage>56</fpage>
<lpage>66</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S2007-97532024000100056&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S2007-97532024000100056&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S2007-97532024000100056&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen En México, el instrumento de evaluación EXANI_II ha sido diseñado para evaluar integralmente habilidades académicas y conocimientos específicos de los aspirantes a ingresar a la educación superior. La aplicación de técnicas de minería de datos, como lo son los árboles de decisión para clasificación puedan apoyar en la detección de alumnos vulnerables. Esta investigación compara dos árboles de decisión: El algoritmo J-48 y el algoritmo de árbol aleatorio utilizando el software Weka para su implementación en la base de datos EXANI-II generada de la evaluación de aspirantes a ingresar a la Universidad Tecnológica de Chihuahua en el 2021. Se revisan los resultados en cuánto a la exactitud en la clasificación obtenida en cada uno de los algoritmos, teniendo un mejor desempeño el algoritmo J-48.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract In Mexico, the EXANI_II assessment instrument has been designed to comprehensively assess academic skills and specific knowledge of applicants to enter higher education. The application of data mining techniques, such as decision trees for classification, can support the detection of vulnerable students. This research compares two decision trees: The J-48 algorithm and the random tree algorithm using the Weka software for its implementation in the EXANI-II database for the evaluation of applicants to enter the Technological University of Chihuahua in 2021. The results are reviewed regarding the accuracy in the classification obtained in each of the algorithms, with the J-48 algorithm having a better performance.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Minería de datos educativos]]></kwd>
<kwd lng="es"><![CDATA[algoritmo de clasificación J-48]]></kwd>
<kwd lng="es"><![CDATA[árbol aleatorio]]></kwd>
<kwd lng="es"><![CDATA[aplicación informática Weka]]></kwd>
<kwd lng="en"><![CDATA[Educative data mining]]></kwd>
<kwd lng="en"><![CDATA[J-48 classification algorithm]]></kwd>
<kwd lng="en"><![CDATA[random tree]]></kwd>
<kwd lng="en"><![CDATA[Weka software application]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alfonzo]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<collab>Pedagógica Experimental Libertador Venezuela, U.</collab>
<source><![CDATA[Gestión del Conocimiento e Instituciones Educativas. IV]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alveiro]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Rosado Gómez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Alejandra]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Ibáñez]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<source><![CDATA[DATA MINING APPLICATION IN THE VIRTUAL EDUCATION]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Aslam]]></surname>
<given-names><![CDATA[S. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Jilani]]></surname>
<given-names><![CDATA[A. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Sultana]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Almutairi]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Feature Evaluation of Emerging E-Learning Systems Using Machine Learning: An Extensive Survey]]></article-title>
<source><![CDATA[IEEE Access]]></source>
<year>2021</year>
<volume>9</volume>
<page-range>69573-87</page-range><publisher-name><![CDATA[Institute of Electrical and Electronics Engineers Inc]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="">
<collab>CENEVAL</collab>
<source><![CDATA[Resultados del Examen Nacional de Ingreso a la Educación Superior en el año 2018]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Elreedy]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Atiya]]></surname>
<given-names><![CDATA[A. F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Comprehensive Analysis of Synthetic Minority Oversampling Technique (SMOTE) for handling class imbalance]]></article-title>
<source><![CDATA[Information Sciences]]></source>
<year>2019</year>
<volume>505</volume>
<page-range>32-64</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Franco]]></surname>
<given-names><![CDATA[E. A.]]></given-names>
</name>
<name>
<surname><![CDATA[López Martínez]]></surname>
<given-names><![CDATA[R. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Hugo]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Domínguez]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predictive models of academic risk in computing careers with educational data mining]]></article-title>
<source><![CDATA[Revista de Educación a Distancia]]></source>
<year></year>
<numero>66</numero>
<issue>66</issue>
<page-range>30-2021</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gonzalez-Marron]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Enciso-Gonzalez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Karen Hernandez-Gonzalez]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gutierrez-Franco]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Guizar-Barrera]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Marquez-Callejas]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Evaluación de parámetros de encuesta de ingreso del CENEVAL para alumnos candidatos a ingresar al nivel superior, caso de estudio ITP Evaluation of CENEVAL Admission Surveyed Parameters for Students that are Candidates to Enter the Higher Education, ITP Study Case]]></article-title>
<source><![CDATA[Research in Computing Science]]></source>
<year>2017</year>
<volume>139</volume>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hamoud]]></surname>
<given-names><![CDATA[A. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Hashim]]></surname>
<given-names><![CDATA[A. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Awadh]]></surname>
<given-names><![CDATA[W. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting Student Performance in Higher Education Institutions Using Decision Tree Analysis]]></article-title>
<source><![CDATA[International Journal of Interactive Multimedia and Artificial Intelligence]]></source>
<year>2018</year>
<volume>5</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>26</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Herrera Rivas]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Roque Hernández]]></surname>
<given-names><![CDATA[R. V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Brecha digital, idioma inglés y su vínculo con la comprensión lectora en español]]></article-title>
<source><![CDATA[RIDE Revista Iberoamericana Para La Investigación y El Desarrollo Educativo]]></source>
<year>2019</year>
<volume>10</volume>
<numero>19</numero>
<issue>19</issue>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jimenez-Cruz]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Transformando la educación desde la gestión educativa: hacia un cambio de mentalidad]]></article-title>
<source><![CDATA[Praxis]]></source>
<year>2019</year>
<volume>15</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>223-35</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kai]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Miguel]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Andres]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Paquette]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Baker]]></surname>
<given-names><![CDATA[R. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Molnar]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Watkins]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Moore]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Predicting Student Retention from Behavior in an Online Orientation Course]]></source>
<year>2017</year>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Katore]]></surname>
<given-names><![CDATA[L. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparative Study of Recommendation Algorithms and Systems using WEKA]]></article-title>
<source><![CDATA[International Journal of Computer Applications]]></source>
<year>2015</year>
<volume>110</volume>
<numero>3</numero>
<issue>3</issue>
</nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Landis]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Koch]]></surname>
<given-names><![CDATA[G. G.]]></given-names>
</name>
</person-group>
<source><![CDATA[This content downloaded from 128.230.234.162 on Fri]]></source>
<year>1977</year>
<volume>33</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Markov]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Russell]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[An Introduction to the WEKA Data Mining System]]></source>
<year>2006</year>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Masrur]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Riyanarto]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Kelly]]></surname>
<given-names><![CDATA[R. S.]]></given-names>
</name>
</person-group>
<source><![CDATA[2019 International Seminar on Application for Technology of Information and Communication (iSemantic)]]></source>
<year>2019</year>
<publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mishra]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Gupta]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mining students&#8217; data for prediction performance]]></article-title>
<source><![CDATA[International Conference on Advanced Computing and Communication Technologies, ACCT]]></source>
<year>2014</year>
<page-range>255-62</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Oviedo Carrascal]]></surname>
<given-names><![CDATA[A. I.]]></given-names>
</name>
<name>
<surname><![CDATA[Jiménez Giraldo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Minería de datos educativos: Análisis del desempeño de estudiantes de ingeniería en las pruebas SABER-PRO]]></article-title>
<source><![CDATA[Revista Politécnica]]></source>
<year>2019</year>
<volume>15</volume>
<numero>29</numero>
<issue>29</issue>
<page-range>128-40</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Patacsil]]></surname>
<given-names><![CDATA[F. F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting University Students&#8217; Academic Success Using Different Tree Classifiers and Ensemble Approaches to Suggest Suitable Program]]></article-title>
<source><![CDATA[INTERNATIONAL JOURNAL OF SCIENTIFIC &amp; TECHNOLOGY RESEARCH]]></source>
<year>2020</year>
<volume>9</volume>
<page-range>2</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="">
<source><![CDATA[Perfil institucional - Ceneval]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rajalakshmi]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Vinodhini]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Fathima Bibi]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Research Scholar]]></surname>
<given-names><![CDATA[M. P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data Discretization Technique Using WEKA Tool]]></source>
<year>2016</year>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Uvidia Fassler]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cisneros Barahona]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Naranjo]]></surname>
<given-names><![CDATA[P. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Villa Yánez]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Minería de datos para la toma de decisiones en la unidad de nivelación y admisión universitaria ecuatoriana Data mining for decision-making in the ecuadorian university leveling and admission unit]]></article-title>
<source><![CDATA[REVISTA CIENTÍFICA Revista Cumbres]]></source>
<year>2018</year>
<volume>4</volume>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vinutha]]></surname>
<given-names><![CDATA[H. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Poornima]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Sagar]]></surname>
<given-names><![CDATA[B. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Detection of outliers using interquartile range technique from intrusion dataset]]></article-title>
<source><![CDATA[Advances in Intelligent Systems and Computing]]></source>
<year>2018</year>
<volume>701</volume>
<page-range>511-8</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Visa]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Ramsay]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Ralescu]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[van der Knaap]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Confusion Matrix-based Feature Selection]]></source>
<year>2011</year>
</nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wild Santamaría]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Barrios Mendoza]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Berlanga Reséndiz]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández Castillo]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Estudio analítico del impacto de la información del cuestionario de contexto del Exani-II en el índice CENEVAL]]></source>
<year>2015</year>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
