<?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>1665-6180</journal-id>
<journal-title><![CDATA[Apertura (Guadalajara, Jal.)]]></journal-title>
<abbrev-journal-title><![CDATA[Apert. (Guadalaj., Jal.)]]></abbrev-journal-title>
<issn>1665-6180</issn>
<publisher>
<publisher-name><![CDATA[Universidad de Guadalajara, Sistema de Universidad Virtual]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1665-61802024000200006</article-id>
<article-id pub-id-type="doi">10.32870/ap.v16n2.2542</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Inteligencia artificial para la recomendación de recursos en educación en línea]]></article-title>
<article-title xml:lang="en"><![CDATA[Artificial Intelligence for resource recommendation in online education]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sanabria Medina]]></surname>
<given-names><![CDATA[Georgina]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Regil-Vargas]]></surname>
<given-names><![CDATA[Laura]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Pedagógica Nacional  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Pedagógica Nacional  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2024</year>
</pub-date>
<volume>16</volume>
<numero>2</numero>
<fpage>6</fpage>
<lpage>21</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1665-61802024000200006&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1665-61802024000200006&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1665-61802024000200006&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN La inteligencia artificial (IA) ha sido utilizada en la educación en línea desde hace al menos una década, con énfasis reciente en los procesos de enseñanza-aprendizaje. El objetivo del presente artículo es compartir los resultados preliminares de una investigación sobre el desarrollo de un sistema de recomendación (SR) de recursos educativos, aplicable en un bachillerato en línea. Bajo la metodología de la investigación basada en diseño, una vez desarrollado el algoritmo para el SR, se alimentó con información de la rúbrica de una actividad y su calificación, más una base de datos de recursos, conformada por imágenes, videos, audios y textos. Los resultados evidencian que los SR aplicados a recursos educativos favorecen procesos de enseñanza y aprendizaje en educación en línea. Una de las limitaciones de la investigación es que, hasta ahora, el SR solo ha sido probado en simuladores digitales y no en una plataforma institucional de bachillerato. No obstante, con los resultados de este proyecto, utilizando soluciones de IA, podemos comprobar aportaciones en los procesos de aprendizaje en educación en línea. Entre las conclusiones se reconoce el trabajo multidisciplinar en IA y educación como estrategia para el fortalecimiento de procesos de aprendizaje en ambientes virtuales de aprendizaje.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT Artificial Intelligence (AI) has been used in online education for at least a decade, with recent emphasis on teaching-learning processes. The objective of this article is to share the preliminary results of a research on the development of a Recommender System (SR) of educational resources to be applied in an online high school. Under the Design-Based Research methodology, once the algorithm for the SR was developed, it was fed with information from the rubric of an activity and its grade, plus database of resources, made up of images, videos, audios and texts. The results show that SR applied to educational resources favor teaching and learning processes in online education. One of the limitations of the research is that, so far, the SR has only been tested in digital simulators and not in an institutional high school platform. However, with the results of this project, using AI solutions, we can verify contributions to the learning processes in online education. Among the conclusions, multi-disciplinary work in AI and education is recognized as a strategy for strengthening learning processes in virtual learning environments.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[Inteligencia artificial]]></kwd>
<kwd lng="es"><![CDATA[educación en línea]]></kwd>
<kwd lng="es"><![CDATA[ambientes virtuales de aprendizaje]]></kwd>
<kwd lng="es"><![CDATA[tecnología educativa]]></kwd>
<kwd lng="es"><![CDATA[educación media superior]]></kwd>
<kwd lng="en"><![CDATA[Artificial intelligence]]></kwd>
<kwd lng="en"><![CDATA[online education]]></kwd>
<kwd lng="en"><![CDATA[virtual learning environments]]></kwd>
<kwd lng="en"><![CDATA[educative technology]]></kwd>
<kwd lng="en"><![CDATA[high school education]]></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[Arana]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[La inquietante apuesta china por el reconocimiento facial]]></article-title>
<source><![CDATA[La Vanguardia]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Aziz]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Fayyaz]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Comparison of Content Based and Collaborative Filtering in Recommendation Systems]]></source>
<year>2021</year>
<conf-name><![CDATA[ International Conference on Multimedia Information Technology and Applications At Vietnam]]></conf-name>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Balladares-Burgos]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[La investigación educativa en el profesorado universitario: hacia una investigación basada en el diseño instruccional]]></article-title>
<source><![CDATA[Revista Andina de Educación]]></source>
<year>2018</year>
<volume>1</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>30-4</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Banda Gamboa]]></surname>
<given-names><![CDATA[H. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Inteligencia artificial. Principios y aplicaciones]]></source>
<year>2014</year>
<publisher-name><![CDATA[Escuela Politécnica Nacional]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Benito]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Salinas]]></surname>
<given-names><![CDATA[J. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[La investigación basada en diseño en tecnología educativa]]></article-title>
<source><![CDATA[RIITE, Revista Interuniversitaria de Investigación en Tecnología Educativa]]></source>
<year>2016</year>
<numero>0</numero>
<issue>0</issue>
<page-range>44-59</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bengio]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Learning Deep Architectures for AI]]></article-title>
<source><![CDATA[Foundations and Trends Machine Learning]]></source>
<year>2009</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>1-56</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Boden]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[The Philosophy of Artificial Intelligence]]></source>
<year>1990</year>
<publisher-name><![CDATA[Oxford University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bustos López]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández Montes]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Vázquez Ramírez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Alor Hernández]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Zatarain Cabada]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Estrada. M. L.]]></surname>
<given-names><![CDATA[Barrón]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[EmoRemSys: Sistema de recomendación de recursos educativos basado en detección de emociones]]></article-title>
<source><![CDATA[Revista Ibérica de Sistemas e Tecnologias de Informação]]></source>
<year>2016</year>
<numero>17</numero>
<issue>17</issue>
<page-range>80-95</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chong]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Jian]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhiying]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Artificial intelligence innovation in education: a twenty-year data-driven historical analysis]]></article-title>
<source><![CDATA[International Journal of Innovation Studies]]></source>
<year>2020</year>
<numero>4</numero>
<issue>4</issue>
<page-range>134-47</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<collab>Design-Based Research Collective</collab>
<article-title xml:lang=""><![CDATA[Design-Based Research: An Emerging Paradigm for Educational Inquiry]]></article-title>
<source><![CDATA[Educational Researcher]]></source>
<year>2003</year>
<volume>32</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>5-8</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="">
<collab>Diario Oficial de la Federación (DOF)</collab>
<source><![CDATA[Acuerdo número 09/09/14 por el que se establece el Plan de Estudios del Servicio Nacional de Bachillerato en Línea, Prepa en Línea-SEP]]></source>
<year>2014</year>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<collab>El Tiempo</collab>
<article-title xml:lang=""><![CDATA[Finlandia aprueba a robots como educadores en las aulas [Video]]]></article-title>
<source><![CDATA[YouTube]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Escudero]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[González]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Propuesta para identificar la investigación de frontera en la Investigación basada en Diseño sobre nuevos modelos educativos]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Gómez]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Mejía]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Victoria]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Posibles retos del Diseño ante grandes cambios]]></source>
<year>2017</year>
<page-range>932-44</page-range><publisher-name><![CDATA[Universidad Autónoma del Estado de México]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Falk]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<source><![CDATA[Practical Recommender Systems]]></source>
<year>2019</year>
<publisher-name><![CDATA[Manning]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández-Luque]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Karlsen]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Vognild]]></surname>
<given-names><![CDATA[L. K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Challenges and Opportunities of Using Recommender Systems for Personalized Health Education]]></article-title>
<source><![CDATA[Medical Informatics in a United and Healthy Europe]]></source>
<year>2009</year>
<numero>150</numero>
<issue>150</issue>
<page-range>903-7</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández Reuter]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Durán]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Amandi]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Búsqueda y Recomendación de contenido educativo en entornos virtuales de aprendizaje]]></source>
<year>2014</year>
<conf-name><![CDATA[ 15thArgentine Symposium on Articial Intelligence, ASAI]]></conf-name>
<conf-date>2014</conf-date>
<conf-loc> </conf-loc>
<page-range>67-74</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[González Díaz]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Picie Alcaraz]]></surname>
<given-names><![CDATA[J. I.]]></given-names>
</name>
<name>
<surname><![CDATA[González Martínez]]></surname>
<given-names><![CDATA[M. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Hernández Jácome]]></surname>
<given-names><![CDATA[C. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Onofre Ruiz]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Nodes: Plataforma para la predicción de deserción escolar utilizando técnicas de inteligencia artificial]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[León Rodríguez]]></surname>
<given-names><![CDATA[G. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Viña Brito]]></surname>
<given-names><![CDATA[S. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[La inteligencia artificial en la educación 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="B19">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[McCorduck]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Máquinas que piensan. Una incursión personal en la historia y las perspectivas de la inteligencia artificial]]></source>
<year>1991</year>
<publisher-name><![CDATA[Tecnos]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mochón]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Aparicio]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Castaños]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Inteligencia artificial: evolución histórica y perspectivas del futuro]]></source>
<year>1987</year>
<publisher-name><![CDATA[Marcombo]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mogos]]></surname>
<given-names><![CDATA[R. I.]]></given-names>
</name>
<name>
<surname><![CDATA[Bodea]]></surname>
<given-names><![CDATA[C. N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Recommender System for Engineering Education]]></article-title>
<source><![CDATA[Revue Roumaine des Sciences Techniques, Série Électrotechnique et Énergétique]]></source>
<year>2019</year>
<volume>64</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>435-42</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Otero Cano]]></surname>
<given-names><![CDATA[P. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Pedraza Alarcón]]></surname>
<given-names><![CDATA[E. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Recommendation Systems in Education: A review of Recommendation Mechanisms in E-learning Environments]]></article-title>
<source><![CDATA[Revista Ingenierías Universidad de Medellín]]></source>
<year>2020</year>
<volume>20</volume>
<numero>38</numero>
<issue>38</issue>
<page-range>147-58</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Paoli Bolio]]></surname>
<given-names><![CDATA[F. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multi, inter y transdisciplinariedad]]></article-title>
<source><![CDATA[Problema anuario de filosofía y teoría del derecho]]></source>
<year>2019</year>
<numero>13</numero>
<issue>13</issue>
<page-range>347-57</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Parra]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Así es el colegio en China gracias a la inteligencia artificial]]></article-title>
<source><![CDATA[Muy Interesante]]></source>
<year>2020</year>
</nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pinter]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Maru&#353;i&#263;]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Radosav]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Maravi&#263; &#268;isar]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Recommender System in Estudent web-based adaptive educational hypermedia system]]></source>
<year>2012</year>
<conf-name><![CDATA[ 35thInternational Convention MIPRO]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1270-3</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<collab>Prepa en Línea SEP</collab>
<article-title xml:lang=""><![CDATA[Curso de habilitación y orientación didáctica disciplinar [curso en línea]]]></article-title>
<source><![CDATA[Prepa en Línea SEP]]></source>
<year>2021</year>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ricci]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Rokach]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Shapira]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<source><![CDATA[Recommender Systems Handbook]]></source>
<year>2011</year>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rus]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Niraula]]></surname>
<given-names><![CDATA[N. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Banjade]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[DeepTutor: An Effective, Online Intelligent Tutoring System That Promotes Deep Learning. [Ponencia]]]></source>
<year>2015</year>
<volume>29</volume>
<numero>1</numero>
<conf-name><![CDATA[ AAAI Conference on Artificial Intelligence]]></conf-name>
<conf-loc> </conf-loc>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sanabria Medina]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Regil-Vargas]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[La investigación basada en diseño para el uso de sistemas de recomendación de recursos educativos en Prepa en Línea SEP [Ponencia]]]></source>
<year>2023</year>
<conf-name><![CDATA[ XVIICongreso Nacional de Investigación Educativa]]></conf-name>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sancho Azcoitia]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Sistemas expertos en medicina]]></source>
<year>2018</year>
<publisher-name><![CDATA[Telefónica]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shishehchi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Banihashem]]></surname>
<given-names><![CDATA[S. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zin]]></surname>
<given-names><![CDATA[N. A. M.]]></given-names>
</name>
</person-group>
<source><![CDATA[A Proposed Semantic Recommendation System for E-learning - A Rule and Ontology Based E-learning Recommendation System]]></source>
<year>2010</year>
<conf-name><![CDATA[ 2010 International Symposium]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1-5</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Singhal]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Rastogi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Panchal]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Chauhan]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Varshney]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Research Paper On Recommendation System]]></article-title>
<source><![CDATA[Global Scientific Journals]]></source>
<year>2021</year>
<volume>9</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>935-8</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Smola]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Vishwanathan]]></surname>
<given-names><![CDATA[S. V.]]></given-names>
</name>
</person-group>
<source><![CDATA[Introduction to Machine Learning]]></source>
<year>2008</year>
<publisher-name><![CDATA[Cambridge University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sossa]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[El papel de la inteligencia artificial en la Industria 4.0]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Rodríguez Reséndiz]]></surname>
<given-names><![CDATA[P. O.]]></given-names>
</name>
</person-group>
<source><![CDATA[Inteligencia artificial y datos masivos en archivos digitales sonoros y audiovisuales]]></source>
<year>2020</year>
<page-range>21-58</page-range><publisher-name><![CDATA[UNAM / IIBI]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vílchez Quesada]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Sistemas expertos para la enseñanza y el aprendizaje de la matemática en la educación superior]]></article-title>
<source><![CDATA[Cuadernos de investigación y formación en educación matemática]]></source>
<year>2007</year>
<volume>2</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>45-67</page-range></nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Cai]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Keshtkar]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Graesser]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Shaffer]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[AutoMentor: Artificial Intelligent Mentor in Educational Game]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Chad]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<name>
<surname><![CDATA[Yacef]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Mostow]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Pavlik]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<source><![CDATA[Artificial Intelligence in Education. AIED 2013. Lecture Notes in Computer Science]]></source>
<year>2013</year>
<numero>7926</numero>
<issue>7926</issue>
<page-range>940-1</page-range><publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Xiao]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Jiang]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A personalized recommendation system with combinational algorithm for online learning]]></article-title>
<source><![CDATA[Journal Ambient Intelligence and Humanized Computing]]></source>
<year>2018</year>
<numero>9</numero>
<issue>9</issue>
<page-range>667-77</page-range></nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ya]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[McCalla]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Smart Recommendation for Evolving E-learning System]]></source>
<year>2003</year>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zaïane]]></surname>
<given-names><![CDATA[O. R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Building a Recommender Agent for e-Learning Systems]]></source>
<year>2002</year>
<conf-name><![CDATA[ International Conference on Computers in Education]]></conf-name>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
