<?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>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462021000300567</article-id>
<article-id pub-id-type="doi">10.13053/cys-25-3-3416</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[New Diversity Measures Based on the Coverage and Similarity of the Classification]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Morales-Hernández]]></surname>
<given-names><![CDATA[Alejandro]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cabrera-Hernández]]></surname>
<given-names><![CDATA[Leidys]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Martínez-Jiménez]]></surname>
<given-names><![CDATA[Yailen]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[García-Lorenzo]]></surname>
<given-names><![CDATA[María Matilde]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Casas-Cardoso]]></surname>
<given-names><![CDATA[Gladys María]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad de Hasselt Facultad de Economía Comercial ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Bélgica</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Central &#8220;Marta Abreu&#8221; de Las Villas Centro de Investigaciones de la Informática ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Cuba</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>09</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>09</month>
<year>2021</year>
</pub-date>
<volume>25</volume>
<numero>3</numero>
<fpage>567</fpage>
<lpage>600</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462021000300567&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462021000300567&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462021000300567&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: In supervised pattern classification, it often happens that a single individual classifier is not able to meet the requirements of the problem. This is the main reason that leads to the successful use of systems composed of several classifiers (classifier ensembles) looking to obtain better results than a single classifier. The selection of the classifiers to be used is difficult due to its great variety and to the presence of necessary conditions such as the diversity between them to obtain the best possible results. Specifically, the diversity among the classifiers continues being a crucial factor in these systems and the way of measuring it in an effective way is still an open field. There are different measures in literature that help to decide if a group of classifiers is diverse. Some methods explicitly use these measures to obtain more effective classifier ensembles. The obtained results show it is possible to find combinations of classifiers that assure a superior accuracy compare to the best individual accuracy. In this paper, we propose two new diversity measures based on the coverage and similarity of the classification. Our objective is to measure the diversity in a different way in search of better results. We show several experiments where the behavior of the proposed diversity measures is analyzed. Also, we present the correlation that exists among the propose measures and other measures, including the classifier ensemble accuracy.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Diversity measures]]></kwd>
<kwd lng="en"><![CDATA[classifier ensemble]]></kwd>
<kwd lng="en"><![CDATA[classifiers]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Verdecia]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Blanco]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Domínguez]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Sarabia]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Learning with ensembles from non-stationary data streams]]></article-title>
<source><![CDATA[Inteligencia Artificial]]></source>
<year>2018</year>
<volume>21</volume>
<numero>62</numero>
<issue>62</issue>
<page-range>145-58</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[Quintana]]></surname>
<given-names><![CDATA[J.C.]]></given-names>
</name>
<name>
<surname><![CDATA[Quintana]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Giráldez]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Molina]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Santiesteban]]></surname>
<given-names><![CDATA[C.E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Predictor de interacciones entre estructuras secundarias de proteínas]]></article-title>
<source><![CDATA[Revista Cubana de Ciencias Informáticas]]></source>
<year>2017</year>
<volume>11</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>105-13</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[Kumar]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Lyndon]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Fulham]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Feng]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An ensemble of fine-tuned convolutional neural networks for medical image classification]]></article-title>
<source><![CDATA[IEEE Journal of Biomedical and Health Informatics]]></source>
<year>2016</year>
<volume>21</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>31-40</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ruiz-Shulclopert]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Duval]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Vega]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Reconociemiento de patrones. Combinación de clasificadores supervisados: estado del arte]]></source>
<year>2012</year>
<volume>2142</volume>
<publisher-name><![CDATA[CENATAV]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bhatnagar]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Bhardwaj]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Sharma]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Haroon]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Accuracy&#8211;diversity based pruning of classifier ensembles]]></article-title>
<source><![CDATA[Progress in Artificial Intelligence]]></source>
<year>2014</year>
<volume>2</volume>
<numero>2-3</numero>
<issue>2-3</issue>
<page-range>97-111</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Brown]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Wyatt]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Harris]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Xin]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Diversity creation methods: A survey and categorisation]]></article-title>
<source><![CDATA[Information Fusion]]></source>
<year>2005</year>
<volume>6</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>5-20</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wo&#378;niak]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Graña]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Corchado]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A survey of multiple classifier systems as hybrid systems]]></article-title>
<source><![CDATA[Information Fusion]]></source>
<year>2014</year>
<volume>16</volume>
<page-range>3-17</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kuncheva]]></surname>
<given-names><![CDATA[L.I.]]></given-names>
</name>
<name>
<surname><![CDATA[Whitaker]]></surname>
<given-names><![CDATA[C.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy]]></article-title>
<source><![CDATA[Machine Learning]]></source>
<year>2003</year>
<volume>51</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>181-207</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kuncheva]]></surname>
<given-names><![CDATA[L.I.]]></given-names>
</name>
</person-group>
<source><![CDATA[Combining pattern classifiers: Methods and algorithms]]></source>
<year>2004</year>
<publisher-loc><![CDATA[New Jersey ]]></publisher-loc>
<publisher-name><![CDATA[John Wiley &amp; Sons, Inc.]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Breiman]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bagging predictors]]></article-title>
<source><![CDATA[Machine Learning]]></source>
<year>1996</year>
<volume>24</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>123-40</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[Schapire]]></surname>
<given-names><![CDATA[R.E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The strength of weak learnability]]></article-title>
<source><![CDATA[Machine Learning]]></source>
<year>1990</year>
<volume>5</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>197-227</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[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 desicion-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="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Breiman]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Random forests]]></article-title>
<source><![CDATA[Machine Learning]]></source>
<year>2001</year>
<volume>45</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>5-32</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[Dietterich]]></surname>
<given-names><![CDATA[T.G.]]></given-names>
</name>
<name>
<surname><![CDATA[Bakiri]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Solving multiclass learning problems via error-correcting output codes]]></article-title>
<source><![CDATA[Journal of Artificial Intelligence Research]]></source>
<year>1994</year>
<volume>2</volume>
<page-range>263-86</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Butler-IV]]></surname>
<given-names><![CDATA[H.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Friend]]></surname>
<given-names><![CDATA[M.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Bauer Jr]]></surname>
<given-names><![CDATA[K.W.]]></given-names>
</name>
<name>
<surname><![CDATA[Bihl]]></surname>
<given-names><![CDATA[T.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[The effectiveness of using diversity to select multiple classifier systems with varying classification thresholds]]></article-title>
<source><![CDATA[Journal of Algorithms &amp; Computational Technology]]></source>
<year>2018</year>
<volume>12</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>187-99</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shipp]]></surname>
<given-names><![CDATA[C.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Kuncheva]]></surname>
<given-names><![CDATA[L.I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Relationships between combination methods and measures of diversity in combining classifiers]]></article-title>
<source><![CDATA[Information Fusion]]></source>
<year>2002</year>
<volume>3</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>135-48</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[Cabrera]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Casas]]></surname>
<given-names><![CDATA[G.M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Medidas de diversidad para la construcción de sistemas multiclasificadores usando algoritmos genéticos]]></article-title>
<source><![CDATA[Computación y Sistemas]]></source>
<year>2016</year>
<volume>20</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>729-47</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cabrera]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Casas]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Genetic Algorithms with diversity measures to build classifiers systems]]></article-title>
<source><![CDATA[Investigación Operacional]]></source>
<year>2015</year>
<volume>36</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>206-24</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>19</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cabrera]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Santos]]></surname>
<given-names><![CDATA[L.R.]]></given-names>
</name>
<name>
<surname><![CDATA[Nápoles]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Casas]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[M.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Building multi-classifier systems with ant colony optimization]]></article-title>
<source><![CDATA[Investigación Operacional]]></source>
<year>2017</year>
<volume>38</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>407-23</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[Zhang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Cai]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A weighted voting classifier based on differential evolution]]></article-title>
<source><![CDATA[Abstract and Applied Analysis]]></source>
<year>2014</year>
<volume>2</volume>
<page-range>1-6</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[Kittler]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Hatef]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Duin]]></surname>
<given-names><![CDATA[R.P.W.]]></given-names>
</name>
<name>
<surname><![CDATA[Matas]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[On combining classifiers]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>1998</year>
<volume>20</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>226-39</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[Wolpert]]></surname>
<given-names><![CDATA[D.H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Stacked generalization]]></article-title>
<source><![CDATA[Neural Networks]]></source>
<year>1992</year>
<volume>5</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>241-59</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[Bonet]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Franco]]></surname>
<given-names><![CDATA[P.E.]]></given-names>
</name>
<name>
<surname><![CDATA[Rivero]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Teijeira]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Borges]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Uriarte]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Classifier Ensemble Based on Feature Selection and Diversity Measures for Predicting the Affinity of A(2B) Adenosine Receptor Antagonists]]></article-title>
<source><![CDATA[Journal of Chemical Information and Modeling]]></source>
<year>2013</year>
<volume>53</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>3140-55</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[Nascimento]]></surname>
<given-names><![CDATA[D.S.]]></given-names>
</name>
<name>
<surname><![CDATA[Coelho]]></surname>
<given-names><![CDATA[A.L.]]></given-names>
</name>
<name>
<surname><![CDATA[Canuto]]></surname>
<given-names><![CDATA[A.M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Integrating complementary techniques for promoting diversity in classifier ensembles: A systematic study]]></article-title>
<source><![CDATA[Neurocomputing]]></source>
<year>2014</year>
<volume>138</volume>
<page-range>347-57</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[Kuncheva]]></surname>
<given-names><![CDATA[L.I.]]></given-names>
</name>
<name>
<surname><![CDATA[Jain]]></surname>
<given-names><![CDATA[L.C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Designing classifier fusion systems by genetic algorithms]]></article-title>
<source><![CDATA[IEEE Transactions on Evolutionary Computation]]></source>
<year>2000</year>
<volume>4</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>327-36</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>26</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Impedovo]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Pirlo]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Barbuzzi]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Multi-classifier system configuration using genetic algorithms]]></source>
<year>2012</year>
<conf-name><![CDATA[ International Conference on Frontiers in Handwriting Recognition (ICFHR)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>560-4</page-range></nlm-citation>
</ref>
<ref id="B27">
<label>27</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Skalak]]></surname>
<given-names><![CDATA[D.B.]]></given-names>
</name>
</person-group>
<source><![CDATA[The sources of increased accuracy for two proposed Boosting algorithms]]></source>
<year>1996</year>
<conf-name><![CDATA[ (AAAI´96), Integrating Multiple Learned Models Workshop]]></conf-name>
<conf-loc> </conf-loc>
<page-range>120-5</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>28</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Giacinto]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Roli]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Design of effective neural network ensembles for image classification purposes]]></article-title>
<source><![CDATA[Image Vision And Computing Journal]]></source>
<year>2001</year>
<volume>19</volume>
<numero>9-10</numero>
<issue>9-10</issue>
<page-range>699-707</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>29</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ruta]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Gabrys]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<source><![CDATA[Analysis of the correlation between majority voting error and the diversity measures in multiple classifier systems]]></source>
<year>2001</year>
<numero>1824-1825</numero>
<conf-name><![CDATA[ 4th International Symposium, on Soft Computing]]></conf-name>
<conf-loc> </conf-loc>
<issue>1824-1825</issue>
</nlm-citation>
</ref>
<ref id="B30">
<label>30</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cunningham]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Carney]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Diversity versus Quality in Classification Ensembles Based on Feature Selection]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Plaza]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<source><![CDATA[Multiple Classifier Systems]]></source>
<year>2000</year>
<volume>1810</volume>
<page-range>109-16</page-range><publisher-loc><![CDATA[Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B31">
<label>31</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kohavi]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Wolpert]]></surname>
<given-names><![CDATA[D.H.]]></given-names>
</name>
<name>
<surname><![CDATA[Saitta]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Bias Plus Variance Decomposition for Zero-One Loss Functions in Machine Learning]]></source>
<year>1996</year>
<conf-name><![CDATA[ 13th International Conference on Machine Learning]]></conf-name>
<conf-loc>Los Altos, CA </conf-loc>
<page-range>275-83</page-range></nlm-citation>
</ref>
<ref id="B32">
<label>32</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fleiss]]></surname>
<given-names><![CDATA[J.L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Statistical Methods for Rates and Proportions]]></source>
<year>1981</year>
<publisher-name><![CDATA[John Wiley &amp; Sons]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B33">
<label>33</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hansen]]></surname>
<given-names><![CDATA[L.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Salamon]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Neural Network Ensembles]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>1990</year>
<volume>12</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>993-1001</page-range></nlm-citation>
</ref>
<ref id="B34">
<label>34</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Partridge]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Krzanowski]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Software diversity: Practical statistics for its measurement and exploitation]]></article-title>
<source><![CDATA[Information and Software Technology]]></source>
<year>1997</year>
<volume>39</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>707-17</page-range></nlm-citation>
</ref>
<ref id="B35">
<label>35</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sharkey]]></surname>
<given-names><![CDATA[A.J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Combining artificial neural nets: Ensemble and modular multi-net systems]]></source>
<year>2012</year>
<publisher-name><![CDATA[Springer Science &amp; Business Media]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B36">
<label>36</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Brown]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Kuncheva]]></surname>
<given-names><![CDATA[L.I.]]></given-names>
</name>
</person-group>
<source><![CDATA[&#8220;Good&#8221; and &#8220;bad&#8221; diversity in majority vote ensembles]]></source>
<year>2010</year>
<volume>5997</volume>
<conf-name><![CDATA[ International Workshop on Multiple Classifier Systems]]></conf-name>
<conf-loc>Berlin, Heidelberg </conf-loc>
<page-range>124-33</page-range></nlm-citation>
</ref>
<ref id="B37">
<label>37</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Didaci]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Fumera]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Roli]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Diversity in Classifier Ensembles: Fertile Concept or Dead End?]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Zhou]]></surname>
<given-names><![CDATA[Z. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Roli]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Kittler]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Multiple Classifier Systems]]></source>
<year>2013</year>
<volume>7872</volume>
<page-range>37-48</page-range><publisher-loc><![CDATA[Berlin, Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer-Verlag]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B38">
<label>38</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhou]]></surname>
<given-names><![CDATA[Z.H.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Multi-information ensemble diversity]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[El Gayar]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Kittler]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Roli]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<source><![CDATA[Multiple Classifier Systems, MCS 2010]]></source>
<year>2010</year>
<volume>5997</volume>
<page-range>134-44</page-range><publisher-loc><![CDATA[Berlin, Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B39">
<label>39</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tang]]></surname>
<given-names><![CDATA[E.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Suganthan]]></surname>
<given-names><![CDATA[P.N.]]></given-names>
</name>
<name>
<surname><![CDATA[Yao]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An analysis of diversity measures]]></article-title>
<source><![CDATA[Machine Learning]]></source>
<year>2006</year>
<volume>65</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>247271</page-range></nlm-citation>
</ref>
<ref id="B40">
<label>40</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zeng]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Wong]]></surname>
<given-names><![CDATA[D.F.]]></given-names>
</name>
<name>
<surname><![CDATA[Chao]]></surname>
<given-names><![CDATA[L.S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Constructing better classifier ensemble based on weighted accuracy and diversity measure]]></article-title>
<source><![CDATA[The Scientific World Journal]]></source>
<year>2014</year>
<page-range>1-12</page-range></nlm-citation>
</ref>
<ref id="B41">
<label>41</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hung-ren Ko]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Sabourin]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Compound diversity functions for ensemble selection]]></article-title>
<source><![CDATA[International Journal of Pattern Recognition and Artificial Intelligence]]></source>
<year>2009</year>
<volume>23</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>659-86</page-range></nlm-citation>
</ref>
<ref id="B42">
<label>42</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mohamad]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Saman]]></surname>
<given-names><![CDATA[M.Y.M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Comparison of diverse ensemble neural network for large data classification]]></article-title>
<source><![CDATA[Int. J. Advance Soft Compu. Appl]]></source>
<year>2015</year>
<volume>7</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>67-84</page-range></nlm-citation>
</ref>
<ref id="B43">
<label>43</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hadjitodorov]]></surname>
<given-names><![CDATA[S.T.]]></given-names>
</name>
<name>
<surname><![CDATA[Kuncheva]]></surname>
<given-names><![CDATA[L.I.]]></given-names>
</name>
<name>
<surname><![CDATA[Todorova]]></surname>
<given-names><![CDATA[L.P.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Moderate diversity for better cluster ensembles]]></article-title>
<source><![CDATA[Information Fusion]]></source>
<year>2006</year>
<volume>7</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>264-75</page-range></nlm-citation>
</ref>
<ref id="B44">
<label>44</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Albuquerque]]></surname>
<given-names><![CDATA[R.A.S.]]></given-names>
</name>
</person-group>
<source><![CDATA[Seleção dinâmica de comitês de classificadores baseada em diversidade e acurácia para detecção de mudança de conceitos]]></source>
<year>2018</year>
<publisher-loc><![CDATA[Brasil ]]></publisher-loc>
<publisher-name><![CDATA[Universidade Federal do Amazonas]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B45">
<label>45</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garner]]></surname>
<given-names><![CDATA[S.R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Weka: The waikato environment for knowledge analysis]]></source>
<year>1995</year>
<conf-name><![CDATA[ New Zealand computer science research students conference]]></conf-name>
<conf-loc> </conf-loc>
<page-range>57-64</page-range></nlm-citation>
</ref>
<ref id="B46">
<label>46</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Cabrera]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Método para la selección de combinaciones de clasificadores]]></source>
<year>2019</year>
<publisher-loc><![CDATA[Cuba ]]></publisher-loc>
<publisher-name><![CDATA[Universidad Central "Marta Abreu" de Las Villas]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B47">
<label>47</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pearson]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Vii. Mathematical contributions to the theory of evolution.&#8212;iii. regression, heredity, and panmixia]]></article-title>
<source><![CDATA[Philosophical Transactions of the Royal Society of London]]></source>
<year>1986</year>
<volume>187</volume>
<page-range>253-318</page-range></nlm-citation>
</ref>
<ref id="B48">
<label>48</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Fernández]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Luengo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Herrera]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power]]></article-title>
<source><![CDATA[Information Sciences]]></source>
<year>2010</year>
<volume>180</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>2044-64</page-range></nlm-citation>
</ref>
<ref id="B49">
<label>49</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An extensión on "statistical comparisons of classifiers over multiple data sets" for all pairwise comparisons]]></article-title>
<source><![CDATA[Journal of Machine Learning Research]]></source>
<year>2008</year>
<volume>9</volume>
<page-range>2677-94</page-range></nlm-citation>
</ref>
<ref id="B50">
<label>50</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Frank]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Asuncion]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[UCI Machine Learning Repository]]></source>
<year>2010</year>
<publisher-loc><![CDATA[Irvine ]]></publisher-loc>
<publisher-name><![CDATA[University of California]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B51">
<label>51</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garner]]></surname>
<given-names><![CDATA[S.R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Weka: The waikato environment for knowledge analysis]]></source>
<year>1995</year>
<conf-name><![CDATA[ New Zealand Computer Science Research Students Conference]]></conf-name>
<conf-loc> </conf-loc>
<page-range>57-64</page-range></nlm-citation>
</ref>
<ref id="B52">
<label>52</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Batyrshin]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Kosheleva]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Kreinovich]]></surname>
<given-names><![CDATA[V.]]></given-names>
</name>
<name>
<surname><![CDATA[Kubysheva]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Akhtiamov]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Contrast similarity measures of fuzzy sets]]></article-title>
<source><![CDATA[Computación y Sistemas]]></source>
<year>2019</year>
<volume>23</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1569-73</page-range></nlm-citation>
</ref>
<ref id="B53">
<label>53</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Batyrshin]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Osipov]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Panov]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Yakovlev]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data science: Similarity, dissimilarity and correlation functions]]></source>
<year>2019</year>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
