<?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>0186-1042</journal-id>
<journal-title><![CDATA[Contaduría y administración]]></journal-title>
<abbrev-journal-title><![CDATA[Contad. Adm]]></abbrev-journal-title>
<issn>0186-1042</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Facultad de Contaduría y Administración]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0186-10422023000100289</article-id>
<article-id pub-id-type="doi">10.22201/fca.24488410e.2023.4665</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[La popularidad de las marcas y su valor económico en el marco de las finanzas corporativas: un análisis de aprendizaje máquina]]></article-title>
<article-title xml:lang="en"><![CDATA[Brand popularity and its economic value in corporate finance framework; A machine learning analysis]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Morales González]]></surname>
<given-names><![CDATA[Víctor Miguel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Dávila Aragón]]></surname>
<given-names><![CDATA[Griselda]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ortiz Arango]]></surname>
<given-names><![CDATA[Francisco]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Panamericana  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>03</month>
<year>2023</year>
</pub-date>
<volume>68</volume>
<numero>1</numero>
<fpage>289</fpage>
<lpage>323</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S0186-10422023000100289&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S0186-10422023000100289&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S0186-10422023000100289&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen A lo largo del tiempo, la marca ha tomado un papel significativo en el ámbito empresarial, la percepción de la imagen comercial y el valor agregado. Este estudio está enfocado en explorar los componentes del concepto del valor de marca a partir de un diagnóstico y técnicas de aprendizaje máquina, para desarrollar una serie de modelos asociados a las dimensiones del valor de marca percibido desde un concepto más actual de la popularidad. La metodología de aprendizaje máquina, prioriza la predicción frente a la inferencia. No impone una especificación ni una teoría, a diferencia de la estadística clásica, donde se requiere especificar un modelo; esto representa una forma dinámica alternativa para entender cómo uno de los recursos más importantes de las empresas en el mercado está presente, lo que sin duda repercute en la gestión financiera y de riesgos de la empresa. Los resultados obtenidos mediante tres técnicas diferentes de aprendizaje máquina, muestran que las once variables propuestas en el estudio influyen positivamente con diferente intensidad en la popularidad de la marca.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract Over time, the brand has played a significant role in the business sphere, the perception of commercial image, and added value. This study is focused on exploring the components of brand value from its diagnosis and machine learning techniques developing models associated with the dimensions of perceived brand value from a more current concept of popularity. The machine learning methodology prioritizes prediction over inference. Unlike classical statistics, it does not impose a specification or a theory, where a model is required to be specified; this represents an alternative dynamic way to understand how one of the most critical resources of companies is present in the market, which undoubtedly has repercussions on the financial and risk management of the company. The results obtained through three different machine learning techniques show that the eleven variables proposed in the study positively influence brand popularity with different intensities.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[popularidad]]></kwd>
<kwd lng="es"><![CDATA[marcas]]></kwd>
<kwd lng="es"><![CDATA[aprendizaje máquina]]></kwd>
<kwd lng="es"><![CDATA[redes sociales]]></kwd>
<kwd lng="en"><![CDATA[popularity]]></kwd>
<kwd lng="en"><![CDATA[brands]]></kwd>
<kwd lng="en"><![CDATA[machine learning]]></kwd>
<kwd lng="en"><![CDATA[social networks]]></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[Acuña Moraga]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Severino-González]]></surname>
<given-names><![CDATA[P. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Sustentabilidad y comportamiento del consumidor socialmente responsable]]></article-title>
<source><![CDATA[Opción: Revista de Ciencias Humanas y Sociales]]></source>
<year>2018</year>
<numero>87</numero>
<issue>87</issue>
<page-range>299-324</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Aggrawal]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Ahluwalia]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Khurana]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Arora]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Brand analysis framework for online marketing: ranking web pages and analyzing popularity of brands on social media]]></article-title>
<source><![CDATA[Soc. Netw. Anal. Min.]]></source>
<year>2017</year>
<volume>7</volume>
<page-range>21</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Beltrán]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Barbona]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparación del desempeño de Árboles de clasificación y Redes Neuronales en la clasificación politómica mediante simulación]]></article-title>
<source><![CDATA[Revista de epistemología y ciencias humanas]]></source>
<year>2021</year>
</nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Boix]]></surname>
<given-names><![CDATA[J. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Boluda]]></surname>
<given-names><![CDATA[I. K.]]></given-names>
</name>
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[N. V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[¿Por qué las instituciones de educación superior deben apostar por la marca?]]></article-title>
<source><![CDATA[Revista de investigación educativa]]></source>
<year>2019</year>
<volume>37</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>111-27</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Brunton]]></surname>
<given-names><![CDATA[S. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Kutz]]></surname>
<given-names><![CDATA[J. N.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data-driven science and engineering: Machine learning, dynamical systems, and control]]></source>
<year>2022</year>
<publisher-name><![CDATA[Cambridge University Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Camaño]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Goyeneche]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Selección de una muestra ordenada con semillas y algoritmos de números aleatorios]]></source>
<year>2011</year>
<publisher-name><![CDATA[Udelar. FCEA-IESTA]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Casajús Setién]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Autocodificador evolutivo de red Bayesiana para detección de anomalías aplicado a ciberseguridad]]></source>
<year>2022</year>
<publisher-name><![CDATA[E.T.S. de Ingenieros Informáticos, UPM]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Carta]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Podda]]></surname>
<given-names><![CDATA[A. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Recupero]]></surname>
<given-names><![CDATA[D. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Saia]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Usai]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Popularity Prediction of Instagram Posts]]></article-title>
<source><![CDATA[Information]]></source>
<year>2020</year>
<volume>11</volume>
<numero>9</numero>
<issue>9</issue>
</nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Crespo]]></surname>
<given-names><![CDATA[A. B.]]></given-names>
</name>
</person-group>
<source><![CDATA[Aprendizaje máquina multitarea mediante edición de datos y algoritmos de aprendizaje extremo]]></source>
<year>2013</year>
<publisher-name><![CDATA[Universidad Politécnica de Cartagena]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cuellar]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Popularidad de los contenidos de instagram en marcas de lujo]]></source>
<year>2019</year>
<publisher-name><![CDATA[Universidad de Chile]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dudani]]></surname>
<given-names><![CDATA[S. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The distance-weighted k-nearest-neighbor rule]]></article-title>
<source><![CDATA[IEEE Transactions on Systems, Man, and Cybernetics]]></source>
<year>1976</year>
<numero>4</numero>
<issue>4</issue>
<page-range>325-7</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Espino Timón]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Análisis predictivo: técnicas y modelos utilizados y aplicaciones del mismo-herramientas Open-Source que permiten su uso]]></source>
<year>2017</year>
<publisher-name><![CDATA[Universidad Oberta de Catalunya]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fix]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Hodges]]></surname>
<given-names><![CDATA[J. L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Discriminatory analysis. Nonparametric discrimination: Consistency properties]]></article-title>
<source><![CDATA[International Statistical Review/Revue Internationale de Statistique]]></source>
<year>1989</year>
<volume>57</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>238-47</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fleuren]]></surname>
<given-names><![CDATA[L.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Klausch]]></surname>
<given-names><![CDATA[T.L.T.]]></given-names>
</name>
<name>
<surname><![CDATA[Zwager]]></surname>
<given-names><![CDATA[C.L.]]></given-names>
</name>
<name>
<surname><![CDATA[Schoonmade]]></surname>
<given-names><![CDATA[L. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Guo]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Roggeveen]]></surname>
<given-names><![CDATA[L. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Swart]]></surname>
<given-names><![CDATA[E. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Girbes]]></surname>
<given-names><![CDATA[A. R. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Thoral]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Ercole]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hoogendoorn]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Elbers]]></surname>
<given-names><![CDATA[P. W. G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Machine learning for the prediction of sepsis: a systematic review and meta-analysis of diagnostic test accuracy]]></article-title>
<source><![CDATA[Intensive Care Med]]></source>
<year>2020</year>
<volume>46</volume>
<page-range>383-400</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García Granda]]></surname>
<given-names><![CDATA[T. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Gastulo Chuzón]]></surname>
<given-names><![CDATA[D. N.]]></given-names>
</name>
</person-group>
<source><![CDATA[Factores que influyen en la decisión de compra del consumidor para la marca Metro-Chiclayo]]></source>
<year>2018</year>
<publisher-loc><![CDATA[Chiclayo, Perú ]]></publisher-loc>
<publisher-name><![CDATA[Universidad Católica Santo Toribio de Mogrovejo]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[González]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Orozco]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Barrios]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[El valor de la marca desde la perspectiva del consumidor]]></article-title>
<source><![CDATA[Revista Contaduría y Administración]]></source>
<year>2011</year>
<numero>235</numero>
<issue>235</issue>
<page-range>217-39</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Horna]]></surname>
<given-names><![CDATA[K. S. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Prado]]></surname>
<given-names><![CDATA[A. L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Valor de marca: un acercamiento conceptual mediante su origen y modelos]]></article-title>
<source><![CDATA[Revista de Investigación Valor Agregado]]></source>
<year>2015</year>
<volume>2</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="">
<collab>Interbrand</collab>
<source><![CDATA[Best Global Brands 2020: Methodology]]></source>
<year>2020</year>
</nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="">
<source><![CDATA[ISO 10668:2010, Brand valuation - Requirements for monetary brand valuation]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="">
<source><![CDATA[ISO 20671:2019, Brand evaluation - Principles and fundamentals]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[M. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Moon]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Iacobucci]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Influence of Global Brand Distribution on Brand Popularity on Social Media]]></article-title>
<source><![CDATA[Journal of International Marketing]]></source>
<year>2019</year>
<volume>27</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>22-38</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lara]]></surname>
<given-names><![CDATA[P. H. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Mora]]></surname>
<given-names><![CDATA[F. A. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Londoño]]></surname>
<given-names><![CDATA[C. M. G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Aprendizaje de máquina para mantenimiento predictivo: un problema de clasificación binaria]]></article-title>
<source><![CDATA[ConcienciaDigital]]></source>
<year>2022</year>
<volume>5</volume>
<numero>2.1</numero>
<issue>2.1</issue>
<page-range>45-68</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández Lizana]]></surname>
<given-names><![CDATA[M. I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Ventajas de R como herramienta para el Análisis y Visualización de datos en Ciencias Sociales]]></article-title>
<source><![CDATA[Revista Científica De La UCSA]]></source>
<year>2020</year>
<volume>7</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>97-111</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Merino]]></surname>
<given-names><![CDATA[R. F. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Chacón]]></surname>
<given-names><![CDATA[C. I. Ñ.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bosques aleatorios como extensión de los árboles de clasificación con los programas R y Python]]></article-title>
<source><![CDATA[Interfases]]></source>
<year>2017</year>
<numero>10</numero>
<issue>10</issue>
<page-range>165-89</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mergel]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<source><![CDATA[Diseño instruccional y teoría del aprendizaje]]></source>
<year>1998</year>
<publisher-loc><![CDATA[Canadá ]]></publisher-loc>
<publisher-name><![CDATA[Universidad de Saskatchewan]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ni]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
</person-group>
<source><![CDATA[Sistema de extracción de datos]]></source>
<year>2022</year>
<publisher-name><![CDATA[ETSI_Informatica]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nieto Jeux]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Algoritmos de aprendizaje automático: un estudio de su difusión y utilización]]></source>
<year>2021</year>
<publisher-loc><![CDATA[Madrid, España ]]></publisher-loc>
<publisher-name><![CDATA[E.T.S. de Ingenieros Informáticos, UPM]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pérez Curiel]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Sanz-Marcos]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estrategia de marca, influencers y nuevos públicos en la comunicación de moda y lujo. Tendencia Gucci en Instagram]]></article-title>
<source><![CDATA[Prisma Social: revista de investigación social]]></source>
<year>2019</year>
<numero>24</numero>
<issue>24</issue>
<page-range>1-24</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Raschka]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Model evaluation, model selection, and algorithm selection in machine learning]]></source>
<year>2018</year>
</nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rich]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Knight]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Calero]]></surname>
<given-names><![CDATA[P. A. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Bodega]]></surname>
<given-names><![CDATA[F. T.]]></given-names>
</name>
</person-group>
<source><![CDATA[Inteligencia artificial]]></source>
<year>1994</year>
<publisher-name><![CDATA[McGraw-Hill]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Robson]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Banerjee]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Kaur]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Brand Post Popularity on Social Media: A Systematic Literature Review]]></article-title>
<source><![CDATA[2022 16th International Conference on Ubiquitous Information Management and Communication (IMCOM)]]></source>
<year>2022</year>
<page-range>1-6</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rojas]]></surname>
<given-names><![CDATA[E. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Machine Learning: análisis de lenguajes de programación y herramientas para desarrollo]]></article-title>
<source><![CDATA[Revista Ibérica de Sistemas e Tecnologias de Informação]]></source>
<year>2020</year>
<numero>E28</numero>
<issue>E28</issue>
<page-range>586-99</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Román]]></surname>
<given-names><![CDATA[M.V.]]></given-names>
</name>
<name>
<surname><![CDATA[Lévy]]></surname>
<given-names><![CDATA[J.P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Clasificación y segmentación jerárquica]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Lévy]]></surname>
<given-names><![CDATA[J.-P.]]></given-names>
</name>
<name>
<surname><![CDATA[Valera]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Análisis Multivariable para las Ciencias Sociales]]></source>
<year>2003</year>
<page-range>567-630</page-range><publisher-loc><![CDATA[Madrid ]]></publisher-loc>
<publisher-name><![CDATA[Pearson Prentice Hall]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rrmoku]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Selimi]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Ahmedi]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Application of Trust in Recommender Systems-Utilizing Naive Bayes Classifier]]></article-title>
<source><![CDATA[Computation]]></source>
<year>2022</year>
<volume>10</volume>
<page-range>6</page-range></nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sasikala]]></surname>
<given-names><![CDATA[B. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Biju]]></surname>
<given-names><![CDATA[V. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Prashanth]]></surname>
<given-names><![CDATA[C. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Kappa and accuracy evaluations of machine learning classifiers]]></article-title>
<source><![CDATA[2017 2nd IEEE International Conference on Recent Trends in Electronics, Information &amp; Communication Technology (RTEICT)]]></source>
<year>2017</year>
<page-range>20-3</page-range><publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sneider Castillo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Ortegón Cortazar]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Componentes del valor de marca en marketing industrial. Caso máquinas y herramientas]]></article-title>
<source><![CDATA[Revista Perspectivas]]></source>
<year>2016</year>
<numero>37</numero>
<issue>37</issue>
<page-range>75-94</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sriram]]></surname>
<given-names><![CDATA[K. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Prabhu]]></surname>
<given-names><![CDATA[H. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Bhat]]></surname>
<given-names><![CDATA[A. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mobile Phone Usability and its Influence on Brand Loyalty and Re-Purchase Intention: An Empirical]]></article-title>
<source><![CDATA[2019 IEEE International WIE Conference on Electrical and Computer Engineering (WIECON-ECE)]]></source>
<year>2019</year>
<page-range>1-4</page-range><publisher-name><![CDATA[IEEE]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tapia Cedeño]]></surname>
<given-names><![CDATA[G. A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Análisis de los factores que influyen al comportamiento del consumidor en los bares-restaurantes en la ciudad de Portoviejo]]></source>
<year>2017</year>
<publisher-loc><![CDATA[Portoviejo ]]></publisher-loc>
<publisher-name><![CDATA[USGP]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vabalas]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Gowen]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Poliakoff]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Casson]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Machine learning algorithm validation with a limited sample size]]></article-title>
<source><![CDATA[PloS one]]></source>
<year>2019</year>
<volume>14</volume>
<numero>11</numero>
<issue>11</issue>
</nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Viera]]></surname>
<given-names><![CDATA[Á. F. G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Técnicas de aprendizaje de máquina utilizadas para la minería de texto]]></article-title>
<source><![CDATA[Investigación bibliotecológica]]></source>
<year>2017</year>
<volume>31</volume>
<numero>71</numero>
<issue>71</issue>
<page-range>103-26</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Research and implementation of machine learning classifier based on KNN]]></article-title>
<source><![CDATA[IOP Conference Series: Materials Science and Engineering]]></source>
<year>2019</year>
<volume>677</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>052038</page-range><publisher-name><![CDATA[IOP Publishing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Webb]]></surname>
<given-names><![CDATA[G. I.]]></given-names>
</name>
<name>
<surname><![CDATA[Keogh]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Miikkulainen]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Naïve Bayes]]></article-title>
<source><![CDATA[Encyclopedia of machine learning]]></source>
<year>2010</year>
<page-range>713-4</page-range></nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Webb]]></surname>
<given-names><![CDATA[G. I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A comparative study of discretization methods for naive-Bayes classifiers]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Yamaguchi]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Hoffmann]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Motoda]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Compton]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Proceedings of The 2002 Pacific Rim Knowledge Acquisition Workshop]]></source>
<year>2002</year>
<page-range>159-73</page-range><publisher-name><![CDATA[Japanese Society for Artificial Intelligence]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zaki]]></surname>
<given-names><![CDATA[M. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Meira Jr]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data mining and machine learning: Fundamental concepts and algorithms]]></source>
<year>2020</year>
<publisher-name><![CDATA[Cambridge University Press]]></publisher-name>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
