<?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>0012-7353</journal-id>
<journal-title><![CDATA[DYNA]]></journal-title>
<abbrev-journal-title><![CDATA[Dyna rev.fac.nac.minas]]></abbrev-journal-title>
<issn>0012-7353</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional de Colombia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0012-73532020000100063</article-id>
<article-id pub-id-type="doi">10.15446/dyna.v87n212.80202</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Modeling of apartment prices in a Colombian context from a machine learning approach with stable-important attributes]]></article-title>
<article-title xml:lang="es"><![CDATA[Modelización de precios de apartamentos en un contexto colombiano desde un enfoque machine learning con atributos estables-importantes]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Pérez-Rave]]></surname>
<given-names><![CDATA[Jorge Iván]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[González-Echavarría]]></surname>
<given-names><![CDATA[Favián]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Correa-Morales]]></surname>
<given-names><![CDATA[Juan Carlos]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,IDINNOV S.A.S  ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad de Antioquia Departamento de Ingeniería Industrial ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad Nacional de Colombia Escuela de Estadística ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>03</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>03</month>
<year>2020</year>
</pub-date>
<volume>87</volume>
<numero>212</numero>
<fpage>63</fpage>
<lpage>72</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0012-73532020000100063&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0012-73532020000100063&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0012-73532020000100063&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract The objective of this work is to develop a machine learning model for online pricing of apartments in a Colombian context. This article addresses three aspects: i) it compares the predictive capacity of linear regression, regression trees, random forest and bagging; ii) it studies the effect of a group of text attributes on the predictive capability of the models; and iii) it identifies the more stable-important attributes and interprets them from an inferential perspective to better understand the object of study. The sample consists of 15,177 observations of real estate. The methods of assembly (random forest and bagging) show predictive superiority with respect to others. The attributes derived from the text had a significant relationship with the property price (on a log scale). However, their contribution to the predictive capacity was almost nil, since four different attributes achieved highly accurate predictions and remained stable when the sample change.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen El objetivo es desarrollar un modelo de aprendizaje automático para precios de apartamentos en un contexto colombiano. Este artículo aborda tres aspectos: i) compara la capacidad predictiva de regresión lineal, árboles de regresión, random forest y bagging; ii) identifica los atributos estables-importantes y los interpreta desde una perspectiva inferencial para entender mejor el objeto de estudio. La muestra consta de 15.177 observaciones de inmuebles. Los métodos de ensamblaje (random forest y bagging) muestran una superioridad predictiva con respecto a los demás. Los atributos derivados del texto muestran una relación significativa con el precio de la propiedad (en escala logarítmica). Sin embargo, su contribución a la capacidad predictiva fue casi nula, ya que cuatro atributos diferentes lograron predicciones altamente precisas y se mantuvieron estables ante cambios en la muestra.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[machine learning]]></kwd>
<kwd lng="en"><![CDATA[real estate]]></kwd>
<kwd lng="en"><![CDATA[property prices]]></kwd>
<kwd lng="en"><![CDATA[big data]]></kwd>
<kwd lng="es"><![CDATA[aprendizaje de máquinas]]></kwd>
<kwd lng="es"><![CDATA[bienes raíces]]></kwd>
<kwd lng="es"><![CDATA[precios inmobiliarios]]></kwd>
<kwd lng="es"><![CDATA[datos masivos]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>[1]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Oladunni]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Sharma]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Hedonic housing theory - A machine learning investigation]]></source>
<year>2016</year>
<conf-name><![CDATA[ 15IEEE International Conference on Machine Learning and Applications]]></conf-name>
<conf-loc> </conf-loc>
<page-range>522-7</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>[2]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yoo]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Im]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Wagner]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Variable selection for hedonic model using machine learning approaches: a case study in Onondaga County, NY]]></article-title>
<source><![CDATA[Landscape and Urban Planning]]></source>
<year>2012</year>
<volume>107</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>293-306</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>[3]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mullainathan]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Spiess]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Machine learning: an applied econometric approach]]></article-title>
<source><![CDATA[Journal of Economic Perspectives]]></source>
<year>2017</year>
<volume>31</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>87-106</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>[4]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pérez-Rave]]></surname>
<given-names><![CDATA[J.I]]></given-names>
</name>
<name>
<surname><![CDATA[Correa-Morales]]></surname>
<given-names><![CDATA[J.C]]></given-names>
</name>
<name>
<surname><![CDATA[González-Echavarría]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A machine learning approach to big data regression analysis of real estate prices for inferential and predictive purposes]]></article-title>
<source><![CDATA[Journal of Property Research]]></source>
<year>2019</year>
<volume>36</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>59-96</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>[5]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Banerjee]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Dutta]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Predicting the housing price direction using machine learning tecniques]]></source>
<year>2017</year>
<conf-name><![CDATA[ International Conference on Power, Control, Signals and Instrumentation Engineering]]></conf-name>
<conf-loc> </conf-loc>
<page-range>2998-3000</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>[6]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Winson-Geideman]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Krause]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Lipscomb]]></surname>
<given-names><![CDATA[C.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Evangelopoulos]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
</person-group>
<source><![CDATA[Real estate analysis in the information age: techniques for big data and statistical modeling]]></source>
<year>2017</year>
<page-range>18</page-range><publisher-name><![CDATA[Routledge Ed]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B7">
<label>[7]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baldominos]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Blanco]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Moreno]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Iturrarte]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Bernárdez]]></surname>
<given-names><![CDATA[Ó]]></given-names>
</name>
<name>
<surname><![CDATA[Afonso]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Identifying real estate opportunities using machine learning]]></article-title>
<source><![CDATA[Applied Sciences]]></source>
<year>2018</year>
<volume>8</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>2321</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>[8]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cateni]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Colla]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
<name>
<surname><![CDATA[Jayne]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Iliadis]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<source><![CDATA[Variable selection for efficient design of machine learning-based models]]></source>
<year>2016</year>
<conf-name><![CDATA[ Engineering applications of neural networks, 17th]]></conf-name>
<conf-loc> </conf-loc>
<page-range>352-66</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>[9]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[&#268;eh]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kilibarda]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Lisec]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Bajat]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimating the performance of random forest versus multiple regression for predicting prices of the apartments]]></article-title>
<source><![CDATA[ISPRS International Journal of Geo-Information]]></source>
<year>2018</year>
<volume>7</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>168</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>[10]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Abdallah]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Khashan]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<source><![CDATA[Using text mining to analyze real estate classifieds]]></source>
<year>2016</year>
<conf-name><![CDATA[ International Conference on Advanced Intelligent Systems and Informatics, Springer International Publishing]]></conf-name>
<conf-loc> </conf-loc>
<page-range>193-202</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>[11]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Park]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Bae]]></surname>
<given-names><![CDATA[J.K]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Using machine learning algorithms for housing price prediction: the case of Fairfax County, Virginia housing data]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2015</year>
<volume>42</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>2928-34</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>[12]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ber&#281;sewicz]]></surname>
<given-names><![CDATA[M.E]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[On representativeness of Internet data sources for real estate market in Poland]]></article-title>
<source><![CDATA[Austrian Journal of Statistics]]></source>
<year>2015</year>
<volume>44</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>45-57</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>[13]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pérez-Rave]]></surname>
<given-names><![CDATA[J.I]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Statihouse®: desarrollo tecnológico basado en ciencia de datos para explorar estadísticamente el sector inmobiliario. Ingeniare]]></article-title>
<source><![CDATA[Revista Chilena de Ingeniería]]></source>
<year>2019</year>
<volume>27</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>113-30</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>[14]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cavallo]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Are online and offline prices similar? evidence from large multi-channel retailers]]></article-title>
<source><![CDATA[American Economic Review]]></source>
<year>2017</year>
<volume>107</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>283-303</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>[15]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[R Core]]></surname>
<given-names><![CDATA[Team]]></given-names>
</name>
</person-group>
<source><![CDATA[R: a language and environment for statistical computing]]></source>
<year>2019</year>
<publisher-loc><![CDATA[Vienna, Austria ]]></publisher-loc>
<publisher-name><![CDATA[R Foundation for Statistical Computing]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<label>[16]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Varian]]></surname>
<given-names><![CDATA[H.R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Big data: new tricks for econometrics]]></article-title>
<source><![CDATA[Journal of Economic Perspectives]]></source>
<year>2014</year>
<volume>28</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>3-28</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>[17]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Murdoch]]></surname>
<given-names><![CDATA[J.C.]]></given-names>
</name>
<name>
<surname><![CDATA[Thayer]]></surname>
<given-names><![CDATA[M.A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Hedonic price estimation of variable urban air quality]]></article-title>
<source><![CDATA[Journal of Environmental Economics and Management]]></source>
<year>1988</year>
<volume>15</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>143-6</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>[18]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[James]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Witten]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Hastie]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Tibshirani]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[An introduction to statistical learning]]></source>
<year>2013</year>
<publisher-loc><![CDATA[New York, USA ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B19">
<label>[19]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bin]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Tang]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Gardiner]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
</person-group>
<source><![CDATA[Regression model for appraisal of real estate using recurrent neural network and boosting tree]]></source>
<year>2017</year>
<conf-name><![CDATA[ Computational Intelligence and Applications]]></conf-name>
<conf-loc> </conf-loc>
<page-range>209-13</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>[20]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cai]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Luo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Feature selection in machine learning: a new perspective]]></article-title>
<source><![CDATA[Neurocomputing]]></source>
<year>2018</year>
<volume>300</volume>
<page-range>70-9</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>[21]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Flórez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Arias]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Evaluación de conocimientos previos del aprendizaje inicial de lectura]]></article-title>
<source><![CDATA[Revista Internacional de Investigación en Educación]]></source>
<year>2010</year>
<volume>2</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>329-44</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>[22]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Xi]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Ge]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Urban green space, uneven development and accessibility: a case of Dalian's Xigang District]]></article-title>
<source><![CDATA[Chinese Geographical Science]]></source>
<year>2015</year>
<volume>25</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>644-56</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>[23]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Herrán-Falla]]></surname>
<given-names><![CDATA[O.F.]]></given-names>
</name>
<name>
<surname><![CDATA[Prada-Gómez]]></surname>
<given-names><![CDATA[G.E.]]></given-names>
</name>
<name>
<surname><![CDATA[Patiño-Benavidez]]></surname>
<given-names><![CDATA[G.A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Canasta básica alimentaria e índice de precios en Santander, Colombia, 1999-2000]]></article-title>
<source><![CDATA[Salud Pública de México]]></source>
<year>2003</year>
<volume>45</volume>
<page-range>35-42</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>[24]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tuñón]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Poy]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factores asociados a las calificaciones escolares como proxy del rendimiento educativo]]></article-title>
<source><![CDATA[Revista Electrónica de Investigación Educativa]]></source>
<year>2016</year>
<volume>18</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>98-111</page-range></nlm-citation>
</ref>
<ref id="B25">
<label>[25]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Clavijo]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Janna]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Muñoz]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[La vivienda en Colombia: sus determinantes socioeconómicos y financieros]]></article-title>
<source><![CDATA[Revista Desarrollo y Sociedad]]></source>
<year>2005</year>
<numero>55</numero>
<issue>55</issue>
<page-range>101-65</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>[26]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Figueroa]]></surname>
<given-names><![CDATA[E]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Determinantes del precio de la vivienda en Santiago: Una estimación hedónica]]></article-title>
<source><![CDATA[Estudios de Economía]]></source>
<year>1992</year>
<volume>19</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>67-84</page-range></nlm-citation>
</ref>
<ref id="B27">
<label>[27]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dubin]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting house prices using multiple listings data]]></article-title>
<source><![CDATA[Journal of Real Estate Finance and Economics]]></source>
<year>1998</year>
<volume>17</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>35-9</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>[28]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Limsombunchai]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
</person-group>
<source><![CDATA[House price prediction: Hedonic price model vs. artificial neural network]]></source>
<year>2004</year>
<conf-name><![CDATA[ New Zealand Agricultural and Resource Economics Society Conference]]></conf-name>
<conf-loc> </conf-loc>
<page-range>25-6</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>[29]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pardoe]]></surname>
<given-names><![CDATA[I]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modeling home prices using realtor data]]></article-title>
<source><![CDATA[Journal of Statistics Education [Online]]]></source>
<year>2008</year>
<volume>16</volume>
<numero>2</numero>
<issue>2</issue>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
