<?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>2007-2171</journal-id>
<journal-title><![CDATA[Diálogos sobre educación. Temas actuales en investigación educativa]]></journal-title>
<abbrev-journal-title><![CDATA[Diálogos sobre educ. Temas actuales en investig. educ.]]></abbrev-journal-title>
<issn>2007-2171</issn>
<publisher>
<publisher-name><![CDATA[Universidad de Guadalajara, Centro Universitario de Ciencias Sociales y Humanidades]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2007-21712019000200011</article-id>
<article-id pub-id-type="doi">10.32870/dse.v0i19.509</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Construcción e implementación de un modelo para predecir el rendimiento académico de estudiantes universitarios mediante el algoritmo Naïve Bayes]]></article-title>
<article-title xml:lang="en"><![CDATA[Construction and implementation of a model to predict the academic performance of university students using the Naïve Bayes algorithm]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Rico Páez]]></surname>
<given-names><![CDATA[Andrés]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Gaytán Ramírez]]></surname>
<given-names><![CDATA[Nora Diana]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sánchez Guzmán]]></surname>
<given-names><![CDATA[Daniel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Instituto Politécnico Nacional  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Instituto Politécnico Nacional Centro de Investigación de Ciencia Aplicada y Tecnología Avanzada ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Instituto Politécnico Nacional Centro de Investigación de Ciencia Aplicada y Tecnología Avanzada ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2019</year>
</pub-date>
<volume>10</volume>
<numero>19</numero>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S2007-21712019000200011&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S2007-21712019000200011&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S2007-21712019000200011&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Una de las aplicaciones más utilizadas de la minería educativa de datos es la predicción del rendimiento académico. El objetivo de este trabajo es presentar la construcción, evaluación y aplicación de un modelo predictivo del rendimiento académico de estudiantes universitarios por medio de la técnica de minería de datos conocida como algoritmo Naïve Bayes. En este trabajo se recabaron datos de 122 estudiantes como entrenamiento para el algoritmo y se aplicó el modelo para predecir el rendimiento académico de 71 estudiantes. Los resultados muestran que el modelo predictivo, además de obtener predicciones del rendimiento académico, también identifica los factores que más influyen en él. Este tipo de estudios permite a los profesores diseñar estrategias de prevención e identificar estudiantes que son vulnerables a reprobar.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract One of the most widely used applications of educational data mining is predicting academic performance. The aim of this paper is to present the construction, evaluation and implementation of a predictive model of the academic performance of university students by means of the data mining technique known as the Naïve Bayes algorithm. We collected data from 122 students as training for the algorithm and applied the model to predict the academic performance of 71 students. The results show that, in addition to obtaining predictions of academic performance, the predictive model also identifies the factors that influence it the most. This type of study allows teachers to design prevention strategies and identify students who are vulnerable to failure.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[predicción]]></kwd>
<kwd lng="es"><![CDATA[rendimiento académico]]></kwd>
<kwd lng="es"><![CDATA[minería de datos]]></kwd>
<kwd lng="es"><![CDATA[modelo predictivo]]></kwd>
<kwd lng="es"><![CDATA[algoritmo Naïve Bayes]]></kwd>
<kwd lng="en"><![CDATA[prediction]]></kwd>
<kwd lng="en"><![CDATA[academic performance]]></kwd>
<kwd lng="en"><![CDATA[data mining]]></kwd>
<kwd lng="en"><![CDATA[predictive model]]></kwd>
<kwd lng="en"><![CDATA[Naïve Bayes algorithm]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Álvarez]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Gugelmeier]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Hermida]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[¿Cómo aprenden los estudiantes de odontología que cursan el último año de la carrera?]]></article-title>
<source><![CDATA[Odontoestomatología]]></source>
<year>2013</year>
<volume>15</volume>
<numero>21</numero>
<issue>21</issue>
<page-range>4-11</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ballesteros]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Minería de datos educativa: Una herramienta para la investigación de patrones de aprendizaje sobre un contexto educativo]]></article-title>
<source><![CDATA[Revista Latinoamericana de Física Educativa]]></source>
<year>2013</year>
<volume>7</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>662-8</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Estrada]]></surname>
<given-names><![CDATA[R. I.]]></given-names>
</name>
<name>
<surname><![CDATA[Zamarripa]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Zúñiga]]></surname>
<given-names><![CDATA[P. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Aportaciones desde la minería de datos al proceso de captación de matrícula en instituciones de educación superior particulares]]></article-title>
<source><![CDATA[Revista Electrónica Educare]]></source>
<year>2016</year>
<volume>20</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>1-21</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Han]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data Mining: Concepts and Techniques]]></source>
<year>2012</year>
<publisher-loc><![CDATA[Waltham ]]></publisher-loc>
<publisher-name><![CDATA[Morgan Kaufmann Publishers]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Herna&#769;ndez]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Rami&#769;rez]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ferri]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Introduccio&#769;n a la mineri&#769;a de datos]]></source>
<year>2004</year>
<publisher-loc><![CDATA[Madrid ]]></publisher-loc>
<publisher-name><![CDATA[Pearson]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jaramillo]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Paz]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Aplicación de técnicas de minería de datos para determinar las interacciones de los estudiantes en un entorno virtual de aprendizaje]]></article-title>
<source><![CDATA[Revista Tecnológica ESPOL]]></source>
<year>2015</year>
<volume>28</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>64-90</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kavipriya]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Review on Predicting Students&#8217; Academic Performance Earlier, Using Data Mining Techniques]]></article-title>
<source><![CDATA[International Journal of Advanced Research in Computer Science and Software Engineering]]></source>
<year>2016</year>
<volume>6</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>101-5</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kotsiantis]]></surname>
<given-names><![CDATA[S. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Pierrakeas]]></surname>
<given-names><![CDATA[C. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Pintelas]]></surname>
<given-names><![CDATA[P. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Preventing Student Dropout in Distance Learning Using Machine Learning Techniques]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Palade]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Howlett]]></surname>
<given-names><![CDATA[R. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Jain]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Lecture Notes in Computer Science, vol. 2,774. Knowledge-Based Intelligent Information and Engineering Systems]]></source>
<year>2003</year>
<page-range>267-74</page-range><publisher-loc><![CDATA[Heidelberg, Alemania ]]></publisher-loc>
<publisher-name><![CDATA[Springer-Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Luan]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data Mining and its Applications in Higher Education]]></article-title>
<source><![CDATA[New Directions for Institutional Research]]></source>
<year>2002</year>
<volume>113</volume>
<page-range>17-36</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Márquez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Ventura]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicción del fracaso escolar mediante técnicas de minería de datos]]></article-title>
<source><![CDATA[IEEE-RITA]]></source>
<year>2012</year>
<volume>7</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>109-17</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Michie]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Spiegelhalter]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Taylor]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Machine Learning, Neural and Statistical Classification]]></source>
<year>1994</year>
<publisher-loc><![CDATA[Nueva Jersey ]]></publisher-loc>
<publisher-name><![CDATA[Prentice Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mueen]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Zafar]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Manzoor]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modeling and Predicting Students&#8217; Academic Performance Using Data Mining Techniques]]></article-title>
<source><![CDATA[International Journal of Modern Education and Computer Science]]></source>
<year>2016</year>
<volume>11</volume>
<page-range>36-42</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pacheco]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Fernández]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Aplicación de técnicas de descubrimiento de conocimientos en el proceso de caracterización estudiantil]]></article-title>
<source><![CDATA[Ciencias de la Información]]></source>
<year>2015</year>
<volume>46</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>25-30</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Peña]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Review: Educational Data Mining: A Survey and a Data Mining Based Analysis of Recent Works]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2014</year>
<volume>41</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1432-62</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Reynoso]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Méndez]]></surname>
<given-names><![CDATA[T. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[¿Es posible predecir el rendimiento académico? La regulación de la conducta como un indicador del rendimiento académico en estudiantes de educación superior]]></article-title>
<source><![CDATA[Diálogos sobre Educación]]></source>
<year>2018</year>
<volume>9</volume>
<numero>16</numero>
<issue>16</issue>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rico]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Sánchez]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Diseño de un modelo para automatizar la predicción del rendimiento académico en estudiantes del IPN]]></article-title>
<source><![CDATA[Revista Iberoamericana para la Investigación y el Desarrollo Educativo]]></source>
<year>2018</year>
<volume>8</volume>
<numero>16</numero>
<issue>16</issue>
<page-range>246-66</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodallegas]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Torres]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gaona]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Gastelloú]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Lezama]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Valero]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modelo predictivo para la determinación de causas de reprobación escolar mediante minería de datos]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Prieto]]></surname>
<given-names><![CDATA[M. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Dodero]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Villegas]]></surname>
<given-names><![CDATA[D. O.]]></given-names>
</name>
</person-group>
<source><![CDATA[Lecture Notes in Computer Science : vol. Kaambal. Recursos digitales para la educación y la cultura]]></source>
<year>2010</year>
<page-range>48-55</page-range><publisher-loc><![CDATA[Mérida, México ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Ventura]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Educational Data Mining: A Review of the State of the art]]></article-title>
<source><![CDATA[IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews)]]></source>
<year>2010</year>
<volume>40</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>601-18</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Data Mining in Education]]></article-title>
<source><![CDATA[Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery]]></source>
<year>2012</year>
<volume>3</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>12-27</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shahiri]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Husain]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Rashid]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Review on Predicting Student&#8217;s Performance Using Data Mining Techniques]]></article-title>
<source><![CDATA[Procedia Computer Science]]></source>
<year>2015</year>
<volume>72</volume>
<page-range>414-22</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Valero]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Salvador]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Minería de datos: predicción de la deserción escolar mediante el algoritmo de árboles de decisión y el algoritmo de los vecinos más cercanos]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Prieto]]></surname>
<given-names><![CDATA[M. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Dodero]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Villegas]]></surname>
<given-names><![CDATA[D. O.]]></given-names>
</name>
</person-group>
<source><![CDATA[Lecture Notes in Computer Science : vol. Kaambal. Recursos digitales para la educación y la cultura]]></source>
<year>2010</year>
<page-range>33-9</page-range><publisher-loc><![CDATA[Mérida, México ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vera]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Ramos]]></surname>
<given-names><![CDATA[D. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Sotelo]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Echeverría]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Serrano]]></surname>
<given-names><![CDATA[D. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factores asociados al rezago en estudiantes de una institución de educación superior en México]]></article-title>
<source><![CDATA[Revista Iberoamericana de Educación Superior]]></source>
<year>2012</year>
<volume>3</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>41-56</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Witten]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Frank]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Hall]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data Mining: Practical Machine Learning Tools and Techniques]]></source>
<year>2005</year>
<publisher-loc><![CDATA[Massachusetts ]]></publisher-loc>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
