<?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>0123-5923</journal-id>
<journal-title><![CDATA[Estudios Gerenciales]]></journal-title>
<abbrev-journal-title><![CDATA[estud.gerenc.]]></abbrev-journal-title>
<issn>0123-5923</issn>
<publisher>
<publisher-name><![CDATA[Universidad Icesi]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0123-59232020000200229</article-id>
<article-id pub-id-type="doi">10.18046/j.estger.2020.155.3588</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Financial ratios as a powerful instrument to predict insolvency; a study using boosting algorithms in Colombian firms]]></article-title>
<article-title xml:lang="es"><![CDATA[Indicadores financieros como instrumento poderoso para predecir la insolvencia; un estudio usando el algoritmo boosting en empresas colombianas]]></article-title>
<article-title xml:lang="pt"><![CDATA[Indicadores financeiros como poderoso instrumento para prever insolvência. Um estudo usando o algoritmo boosting em empresas colombianas]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Correa-Mejía]]></surname>
<given-names><![CDATA[Diego Andrés]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Lopera-Castaño]]></surname>
<given-names><![CDATA[Mauricio]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad de Antioquia Departamento de Ciencias Contables ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad de Antioquia Departamento de Estadística y Matemáticas ]]></institution>
<addr-line><![CDATA[Medellín ]]></addr-line>
<country>Colombia</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2020</year>
</pub-date>
<volume>36</volume>
<numero>155</numero>
<fpage>229</fpage>
<lpage>238</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S0123-59232020000200229&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S0123-59232020000200229&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S0123-59232020000200229&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract This study is motivated by the importance of accurately predicting insolvency before it happens. The paper aims to develop an insolvency prediction model for Colombian firms with one, two and three years of anticipation through financial ratios, keeping sample structures and taking into account insolvency-related regulation. This research contributes to the literature because unlike many studies, it takes legislation into account, explains the different types of financial ratios, and uses boosting algorithms without biasing the sample. Data from 11,812 Colombian companies covering the period 2012-2016 was used. The results show accuracy above 70% for insolvency prediction with one, two and three years of anticipation. JEL classification: G33; G17; G38; C58.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Esta investigación es motivada por la importancia de tener una buena predicción de la insolvencia con anticipación. El objetivo de este artículo es desarrollar un modelo predictivo para las empresas colombianas con uno, dos y tres años de anticipación usando indicadores financieros, conservando la estructura de la muestra original y teniendo en cuenta la regulación sobre insolvencia. Este artículo contribuye a la literatura ya que, a diferencia de los estudios tradicionales, se tienen en cuenta aspectos como la legislación, se explican los diferentes tipos de indicadores financieros y se utiliza el algoritmo boosting sin sesgar la muestra inicial. Para el desarrollo de este estudio se consideró una muestra de 11.812 empresas colombianas durante el periodo 2012-2016. Los resultados muestran una precisión superior al 70% en la predicción de la insolvencia con uno, dos y tres años de anticipación.]]></p></abstract>
<abstract abstract-type="short" xml:lang="pt"><p><![CDATA[Resumo Esta pesquisa é motivada pela importância de ter uma boa previsão de insolvência com antecedência. O objetivo deste artigo é desenvolver um modelo preditivo para as empresas colombianas com um, dois e três anos de antecedência, utilizando indicadores financeiros, preservando a estrutura original da amostra e levando em consideração o regulamento de insolvência. Este artigo contribui com a literatura, pois, diferentemente dos estudos tradicionais, são levados em consideração aspectos como legislação, explicando os diferentes tipos de indicadores financeiros, e o algoritmo boosting é utilizado sem influenciar a amostra inicial. Para o desenvolvimento deste estudo, considerou-se uma amostra de 11.812 empresas colombianas durante o período 2012-2016. Os resultados mostram uma precisão superior a 70% na previsão da insolvência com um, dois e três anos de antecedência.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[insolvency prediction]]></kwd>
<kwd lng="en"><![CDATA[bankruptcy]]></kwd>
<kwd lng="en"><![CDATA[financial analysis]]></kwd>
<kwd lng="en"><![CDATA[financial ratios]]></kwd>
<kwd lng="en"><![CDATA[boosting algorithm]]></kwd>
<kwd lng="es"><![CDATA[predicción de insolvencia]]></kwd>
<kwd lng="es"><![CDATA[bancarrota]]></kwd>
<kwd lng="es"><![CDATA[análisis financiero]]></kwd>
<kwd lng="es"><![CDATA[indicadores financieros]]></kwd>
<kwd lng="es"><![CDATA[algoritmo boosting]]></kwd>
<kwd lng="pt"><![CDATA[previsão de insolvência]]></kwd>
<kwd lng="pt"><![CDATA[falência]]></kwd>
<kwd lng="pt"><![CDATA[análise financeira]]></kwd>
<kwd lng="pt"><![CDATA[indicadores financeiros]]></kwd>
<kwd lng="pt"><![CDATA[algoritmo boosting]]></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[Altman]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy]]></article-title>
<source><![CDATA[The Journal of Finance]]></source>
<year>1968</year>
<volume>23</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>589-609</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Altman]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Iwanicz-Drozdowska]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Laitinen]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Suvas]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Financial Distress Prediction in an International Context: A Review and Empirical Ana-lysis of Altman&#8217;s Z-Score Model]]></article-title>
<source><![CDATA[Journal of International Financial Management and Accounting]]></source>
<year>2017</year>
<volume>28</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>131-71</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Amendola]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Giordano]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Parrella]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Restaino]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Variable selection in high-dimensional regression: a nonparametric procedure for business failure prediction]]></article-title>
<source><![CDATA[Applied Stochastic Models in Business and Industry]]></source>
<year>2017</year>
<volume>33</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>355-68</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Barboza]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Kimura]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Altman]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Machine learning models and bankruptcy prediction]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2017</year>
<volume>83</volume>
<page-range>405-17</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bauer]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Agarwal]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Are hazard models superior to traditional bankruptcy prediction approaches? A comprehensive test]]></article-title>
<source><![CDATA[Journal of Banking and Finance]]></source>
<year>2014</year>
<volume>40</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>432-42</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Beaver]]></surname>
<given-names><![CDATA[W. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Financial Ratios as Predictors of Failure]]></article-title>
<source><![CDATA[Journal of Accounting Research]]></source>
<year>1966</year>
<volume>4</volume>
<numero>71</numero>
<issue>71</issue>
<page-range>71-111</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ben]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bankruptcy prediction using Partial Least Squares Logistic Regression]]></article-title>
<source><![CDATA[Journal of Retailing and Consumer Services]]></source>
<year>2017</year>
<volume>36</volume>
<page-range>197-202</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Box]]></surname>
<given-names><![CDATA[G. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Cox]]></surname>
<given-names><![CDATA[D. R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An Analysis of Transformations]]></article-title>
<source><![CDATA[Journal of the Royal Statistical Society]]></source>
<year>1964</year>
<volume>26</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>211-52</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Calabrese]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Osmetti]]></surname>
<given-names><![CDATA[S. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modelling small and medium enterprise loan defaults as rare events: The generalized extreme value regression model]]></article-title>
<source><![CDATA[Journal of Applied Statistics]]></source>
<year>2013</year>
<volume>40</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>1172-88</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Calabrese]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Osmetti]]></surname>
<given-names><![CDATA[S. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Improving forecast of binary rare events data: A gam-based approach]]></article-title>
<source><![CDATA[Journal of Forecasting]]></source>
<year>2015</year>
<volume>34</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>230-9</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Charitou]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Dionysiou]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Lambertides]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Trigeorgis]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Alternative bankruptcy prediction models using option-pricing theory]]></article-title>
<source><![CDATA[Journal of Banking and Finance]]></source>
<year>2013</year>
<volume>37</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>2329-41</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cultrera]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Brédart]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bankruptcy prediction: The case of Belgian SMEs]]></article-title>
<source><![CDATA[Review of Accounting and Finance]]></source>
<year>2016</year>
<volume>15</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>101-19</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[De Mooij]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Hebous]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Curbing Corporate Debt Bias: Do Limitations to Interest Deductibility Work?]]></article-title>
<source><![CDATA[Journal of Banking &amp; Finance]]></source>
<year>2018</year>
<volume>96</volume>
<page-range>368-78</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[do Prado]]></surname>
<given-names><![CDATA[J. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Carvalho]]></surname>
<given-names><![CDATA[F. de M.]]></given-names>
</name>
<name>
<surname><![CDATA[Benedicto]]></surname>
<given-names><![CDATA[G. C. de]]></given-names>
</name>
<name>
<surname><![CDATA[Lima]]></surname>
<given-names><![CDATA[A. L. R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Análisis del riesgo de crédito que enfrentan las empresas de capital abierto en Brasil: un enfoque utilizando análisis discriminante regresión logística y redes neuronales artificiales]]></article-title>
<source><![CDATA[Estudios Gerenciales]]></source>
<year>2019</year>
<volume>35</volume>
<numero>153</numero>
<issue>153</issue>
<page-range>347-60</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Du Jardin]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bankruptcy prediction using terminal failure processes]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>2015</year>
<volume>242</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>286-303</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fedorova]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Gilenko]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Dovzhenko]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bankruptcy prediction for Russian companies: Application of combined classifiers]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2013</year>
<volume>40</volume>
<numero>18</numero>
<issue>18</issue>
<page-range>7285-93</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fonseca]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Régimen de insolvencia empresarial: Propuesta de unificación de los privilegios concursales para los países miembros de la comunidad andina de naciones. Estado del arte]]></article-title>
<source><![CDATA[Civilizar. Ciencias So-ciales y Humanas]]></source>
<year>2007</year>
<volume>7</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>173-91</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Freund]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Schapire]]></surname>
<given-names><![CDATA[R. E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting]]></article-title>
<source><![CDATA[Journal of Computer and System Sciences]]></source>
<year>1997</year>
<volume>55</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>119-39</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hastie]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Tibshirani]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Friedman]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[The Elements of Statistical Learning: Data Mining, Inference, and Prediction]]></source>
<year>2008</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hernandez]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Wilson]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Financial distress and bankruptcy prediction among listed companies using accounting, market and macroeconomic variables]]></article-title>
<source><![CDATA[International Review of Financial Analysis]]></source>
<year>2013</year>
<volume>30</volume>
<page-range>394-419</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jones]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Johnstone]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Wilson]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting Corporate Bankruptcy: An Evaluation of Alternative Statistical Frameworks]]></article-title>
<source><![CDATA[Journal of Business Finance and Accounting]]></source>
<year>2017</year>
<volume>44</volume>
<numero>1-2</numero>
<issue>1-2</issue>
<page-range>3-34</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Kang]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Bae]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Geometric mean based boosting algorithm with over-sampling to resolve data imbalance problem for bankruptcy prediction]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2015</year>
<volume>42</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>1074-82</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Ahn]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Hybrid Under-sampling Approach for Better Bankruptcy Prediction]]></article-title>
<source><![CDATA[Journal of Intelligence and Information Systems]]></source>
<year>2015</year>
<volume>21</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>173-90</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lartey]]></surname>
<given-names><![CDATA[V. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Antwi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Boadi]]></surname>
<given-names><![CDATA[E. K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The Relationship between Liquidity and Profitability of Listed Banks in Ghana]]></article-title>
<source><![CDATA[International Journal of Business and Social Science]]></source>
<year>2013</year>
<volume>4</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>48-56</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Le]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Son]]></surname>
<given-names><![CDATA[L. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Vo]]></surname>
<given-names><![CDATA[M. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[M. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Baik]]></surname>
<given-names><![CDATA[S. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A cluster-based boosting algorithm for bankruptcy prediction in a highly imbalanced dataset]]></article-title>
<source><![CDATA[Symmetry]]></source>
<year>2018</year>
<volume>10</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1-12</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="">
<article-title xml:lang=""><![CDATA[Ley 1116]]></article-title>
<source><![CDATA[Diario Oficial No. 46.494 de 27 de diciembre de 2006]]></source>
<year>2006</year>
<publisher-loc><![CDATA[Colombia ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liang]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Lu]]></surname>
<given-names><![CDATA[C. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Tsai]]></surname>
<given-names><![CDATA[C. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Shih]]></surname>
<given-names><![CDATA[G. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Financial ratios and corporate governance indicators in bankruptcy prediction: A comprehensive study]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>2016</year>
<volume>252</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>561-72</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[F. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Sanz]]></surname>
<given-names><![CDATA[I. P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bankruptcy visualization and prediction using neural networks: A study of U.S. commercial banks]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2015</year>
<volume>42</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>2857-68</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Manly]]></surname>
<given-names><![CDATA[B. F. J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Exponential Data Transformations]]></article-title>
<source><![CDATA[Journal of the Royal Statistical Society]]></source>
<year>1976</year>
<volume>25</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>37-42</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mongrut]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Fuenzalida]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Alberti]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Akamine]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Determinantes de la insolvencia empresarial en el Perú]]></article-title>
<source><![CDATA[Revista Latinoamericana de Administración]]></source>
<year>2011</year>
<numero>47</numero>
<issue>47</issue>
<page-range>126-39</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mora]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Declive organizativo, fracaso y reestructuración organizacional en empresas colombianas]]></article-title>
<source><![CDATA[Contaduría y Administración]]></source>
<year>2014</year>
<volume>59</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>235-60</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mu]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Optimal capital structure with moral hazard]]></article-title>
<source><![CDATA[International Review of Economics and Finance]]></source>
<year>2017</year>
<volume>48</volume>
<page-range>326-38</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ng]]></surname>
<given-names><![CDATA[A. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Rezaee]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Business sustainability performance and cost of equity capital]]></article-title>
<source><![CDATA[Journal of Corporate Finance]]></source>
<year>2015</year>
<volume>34</volume>
<page-range>128-49</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nishihara]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Shibata]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Asset sale, debt restructuring, and liquidation]]></article-title>
<source><![CDATA[Journal of Economic Dynamics and Control]]></source>
<year>2016</year>
<volume>67</volume>
<page-range>73-92</page-range></nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nissim]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Penman]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Financial Statement Analysis of Leverage and How It Informs About Probability and Price-to-Book Ratio]]></article-title>
<source><![CDATA[Journal of Chemical Information and Modeling]]></source>
<year>2003</year>
<volume>8</volume>
<page-range>531-60</page-range></nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ochoa]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Toro]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Betancur]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Correa]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[El indicador Z, una forma de evaluar el riesgo de continuidad]]></article-title>
<source><![CDATA[Contaduría Universidad de Antioquia]]></source>
<year>2009</year>
<numero>54</numero>
<issue>54</issue>
<page-range>225-55</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Olson]]></surname>
<given-names><![CDATA[D. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Delen]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Meng]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparative analysis of data mining methods for bankruptcy prediction]]></article-title>
<source><![CDATA[Decision Support Systems]]></source>
<year>2012</year>
<volume>52</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>464-73</page-range></nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pérez]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Lopera]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Vásquez]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Estimación de la probabilidad de riesgo de quiebra en las empresas colombianas a partir de un modelo para eventos raros]]></article-title>
<source><![CDATA[Cuadernos de Administración]]></source>
<year>2017</year>
<volume>30</volume>
<numero>54</numero>
<issue>54</issue>
<page-range>7-38</page-range></nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rodríguez]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[El derecho concursal colombiano a la luz de la constitución]]></article-title>
<source><![CDATA[E-Mercatoria]]></source>
<year>2008</year>
<volume>7</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>1-53</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Romero]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Melgarejo]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Vera]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Fracaso empresarial de las pequeñas y medianas empresas (pymes) en Colombia]]></article-title>
<source><![CDATA[Suma de Negocios]]></source>
<year>2015</year>
<volume>6</volume>
<numero>13</numero>
<issue>13</issue>
<page-range>29-41</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Roumani]]></surname>
<given-names><![CDATA[Y. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Nwankpa]]></surname>
<given-names><![CDATA[J. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Tanniru]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predicting firm failure in the software industry]]></article-title>
<source><![CDATA[Artificial Intelligence Review]]></source>
<year>2019</year>
</nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vo]]></surname>
<given-names><![CDATA[X. V.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Determinants of capital structure in emerging markets: Evidence from Vietnam]]></article-title>
<source><![CDATA[Research in International Business and Finance]]></source>
<year>2017</year>
<volume>40</volume>
<page-range>105-13</page-range></nlm-citation>
</ref>
<ref id="B43">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Ma]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An improved boosting based on feature selection for corporate bankruptcy prediction]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2014</year>
<volume>41</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>2353-61</page-range></nlm-citation>
</ref>
<ref id="B44">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wilches]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Vacíos e inconsistencias estructurales del nuevo régimen de insolvencia empresarial colombiano. Identificación y propuestas de solución]]></article-title>
<source><![CDATA[Universitas]]></source>
<year>2008</year>
<numero>117</numero>
<issue>117</issue>
<page-range>197-218</page-range></nlm-citation>
</ref>
<ref id="B45">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wilches]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[La insolvencia transfronteriza en el derecho colombiano]]></article-title>
<source><![CDATA[Revista de Derecho]]></source>
<year>2009</year>
<numero>32</numero>
<issue>32</issue>
<page-range>162-98</page-range></nlm-citation>
</ref>
<ref id="B46">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yazdanfar]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Öhman]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Debt financing and firm performance: an empirical study based on Swedish data]]></article-title>
<source><![CDATA[The Journal of Risk Finance]]></source>
<year>2015</year>
<volume>16</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>102-18</page-range></nlm-citation>
</ref>
<ref id="B47">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yeo]]></surname>
<given-names><![CDATA[I.-K.]]></given-names>
</name>
<name>
<surname><![CDATA[Johnson]]></surname>
<given-names><![CDATA[R. A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A new family of power transformations to improve normality or symmetry]]></article-title>
<source><![CDATA[Biometrika]]></source>
<year>2000</year>
<volume>87</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>954-9</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
