<?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>1870-9044</journal-id>
<journal-title><![CDATA[Polibits]]></journal-title>
<abbrev-journal-title><![CDATA[Polibits]]></abbrev-journal-title>
<issn>1870-9044</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Innovación y Desarrollo Tecnológico en Cómputo]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1870-90442016000200071</article-id>
<article-id pub-id-type="doi">10.17562/PB-54-9</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Instance Selection to Improve Gamma Classifier]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Antón-Vargas]]></surname>
<given-names><![CDATA[Jarvin A.]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Villuendas-Rey]]></surname>
<given-names><![CDATA[Yenny]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[López-Yáñez]]></surname>
<given-names><![CDATA[Itzamá]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,University of Ciego de Ávila Computer Science Department ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Cuba</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Instituto Politécnico Nacional CIDETEC ]]></institution>
<addr-line><![CDATA[Mexico City ]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2016</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2016</year>
</pub-date>
<numero>54</numero>
<fpage>71</fpage>
<lpage>77</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1870-90442016000200071&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1870-90442016000200071&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1870-90442016000200071&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: Pre-processing the dataset is an important stage in the Knowledge Discovery in Datasets (KDD) process. Filtering noise through instance selection is a necessary task. With this, the risk to use misclassified and non-representative instances to train supervised classifiers is reduced. This study aims at improving the performance of the Gamma associative classifier, by introducing a novel similarity function to guide instance selection. The experimental results, over 15 datasets, include several instance selection methods, and their influence in the performance of Gamma classifier is analyzed. The effectiveness of the proposed similarity function is tested, obtaining good results according to classifier accuracy and instance retention ratio.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Gamma classifier]]></kwd>
<kwd lng="en"><![CDATA[instance selection]]></kwd>
<kwd lng="en"><![CDATA[data pre-processing]]></kwd>
<kwd lng="en"><![CDATA[similarity functions]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Prototype Selection for Nearest Neighbor Classification: Taxonomy and Empirical Study]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Derrac]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Cano]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Herrera]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Machine Intelligence]]></source>
<year>2012</year>
<volume>34</volume>
<page-range>417-35</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[A taxonomy and experimental study on prototype generation for nearest neighbor classification]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Triguero]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Derrac]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Garcia]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Herrera]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<source><![CDATA[Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions]]></source>
<year>2012</year>
<volume>42</volume>
<page-range>86-100</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[López-Yáñez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[Clasificador automático de alto desempeño]]></source>
<year>2007</year>
</nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[A novel associative model for time series data mining]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[López-Yáñez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Sheremetov]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Yáñez-Márquez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Pattern recognition Letters]]></source>
<year>2014</year>
<volume>41</volume>
<page-range>23-33</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="">
<article-title xml:lang=""><![CDATA[Analysis and prediction of air quality data with the gamma classifier]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yánez-Márquez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[López-Yánez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Morales]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[Progress in Pattern Recognition, Image Analysis and Applications]]></source>
<year>2008</year>
<page-range>651-8</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Pollutants time-series prediction using the Gamma classifier]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lopez-Yanez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Argüelles-Cruz]]></surname>
<given-names><![CDATA[A. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Camacho-Nieto]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Yanez-Marquez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[International Journal of Computational Intelligence Systems]]></source>
<year>2012</year>
<numero>4</numero>
<issue>4</issue>
<page-range>680-711</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Application of Gamma Classifier to Development Effort Prediction of Software Projects]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[López-Mart&#305;n]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[López-Yánez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Yánez-Márquez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Appl. Math]]></source>
<year>2012</year>
<volume>6</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>411-8</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Nearest Neighbor pattern classification]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hart]]></surname>
<given-names><![CDATA[T. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cover]]></surname>
<given-names><![CDATA[P. E.]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Transactions on Information Theory]]></source>
<year>1967</year>
<volume>13</volume>
<page-range>21-7</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="">
<article-title xml:lang=""><![CDATA[Selecting objects for ALVOT]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Medina-Pérez]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[García-Borroto]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Villuendas-Rey]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Ruiz-Shulcloper]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Progress in Pattern Recognition, Image Analysis and Applications]]></source>
<year>2006</year>
<page-range>606-13</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="">
<article-title xml:lang=""><![CDATA[Object selection based on subclass error correcting for ALVOT]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Medina-Pérez]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[García-Borroto]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ruiz-Shulcloper]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Progress in Pattern Recognition, Image Analysis and Applications]]></source>
<year>2007</year>
<page-range>496-505</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ishibuchi]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Nakashima]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Nii]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Learning of neural networks with GA-based instance selection]]></source>
<year>2001</year>
<volume>4</volume>
<conf-name><![CDATA[ 20NAFIPS International Conference]]></conf-name>
<conf-loc> </conf-loc>
<page-range>2102-7</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[On Issues of Instance Selection]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[HUAN-LIU]]></surname>
<given-names><![CDATA[H. M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Data Mining and Knowledge Discovery]]></source>
<year>2002</year>
<volume>6</volume>
<page-range>115-30</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Drowning in data]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Szalay]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Scientific American]]></source>
<year>1999</year>
</nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Effective and Efficient Dimensionality Reduction for Large-Scale and Streaming Data Preprocessing]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jun-Yan]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Transactions on Knowledge and Data Engineering]]></source>
<year>2006</year>
<volume>18</volume>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Efficient feature selection via analysis of relevance and redundancy]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[L. Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal Machine Learning Research]]></source>
<year>2004</year>
<volume>5</volume>
<page-range>1205-24</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Antón-Vargas]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Santiesteban-Toca]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Selección de algoritmos para la predicción de contactos interresiduales de proteínas]]></source>
<year>2013</year>
<conf-name><![CDATA[ 9Congreso Internacional Biotecnología Vegetal]]></conf-name>
<conf-loc> </conf-loc>
</nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[An introduction to variable and feature selection]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Guyon]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
<name>
<surname><![CDATA[Elisseeff]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[JMLR]]></source>
<year>2003</year>
<page-range>1157-82</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[A review of instance selection methods]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Olvera-López]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Carrasco-Ochoa]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Trinidad]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Kittler]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Artif Intell Rev]]></source>
<year>2010</year>
<volume>34</volume>
<page-range>133-43</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[The condensed nearest neighbor rule]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hart]]></surname>
<given-names><![CDATA[P. E.]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Trans Inf Theory]]></source>
<year>1968</year>
<volume>14</volume>
<page-range>515-6</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[An algorithm for a selective nearest neighbor decision rule]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ritter]]></surname>
<given-names><![CDATA[G. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Woodruff]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Lowry]]></surname>
<given-names><![CDATA[S. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Isenhour]]></surname>
<given-names><![CDATA[T. L.]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Trans Inf]]></source>
<year>1975</year>
<volume>21</volume>
<page-range>665-9</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chien-Hsing]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[B.H]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Fu]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[The generalized condensed nearest neighbor rule as a data reduction method]]></source>
<year>2006</year>
<conf-name><![CDATA[ 18international conference on pattern recognition]]></conf-name>
<conf-loc> </conf-loc>
<page-range>556-9</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Asymptotic properties of nearest neighbor rules using edited data]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wilson]]></surname>
<given-names><![CDATA[D. L.]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Transactions on Systems, Man and Cybernetics]]></source>
<year>1972</year>
<volume>1</volume>
<page-range>408-21</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[An experiment with the edited nearest-neighbor rule]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tomek]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Trans Syst Man Cybern]]></source>
<year>1976</year>
<volume>6</volume>
<page-range>448-52</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Artificial neural networks with evolutionary instance selection for financial forecasting]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kyoung-jae]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
</person-group>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2006</year>
<volume>30</volume>
<page-range>519-26</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Li-Ning]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Qi]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Da-Chao]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Jing]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Research on the Pre-warning Model of Enterprise Financial Crisis Based on the Information Entropy and PSO-ANN]]></source>
<year>2010</year>
<conf-name><![CDATA[ International Conference on E-Business and E-Government]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1567-70</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="book">
<article-title xml:lang=""><![CDATA[Logical Combinatorial Pattern Recognition: A Review]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ruiz-Shulcloper]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Abidi]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Recent Research Developments in Pattern Recognition]]></source>
<year>2002</year>
<page-range>133-76</page-range><publisher-name><![CDATA[Transword Research Networks]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Editing and Training for ALVOT, an Evolutionary Approach]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Carrasco-Ochoa]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Trinidad]]></surname>
<given-names><![CDATA[J. F.]]></given-names>
</name>
</person-group>
<source><![CDATA[Lecture Notes in Computer Science]]></source>
<year>2003</year>
<volume>2690</volume>
<page-range>452-6</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Combining Evolutionary Techniques to Improve ALVOT Efficiency]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Carrasco-Ochoa]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Martínez-Trinidad]]></surname>
<given-names><![CDATA[J. F.]]></given-names>
</name>
</person-group>
<source><![CDATA[WSEAS Transactions on Systems]]></source>
<year>2003</year>
<volume>2</volume>
<page-range>1073-8</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Decaestecker]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[NNP: A neural net classifier using prototype]]></source>
<year>1993</year>
<conf-name><![CDATA[ International Conference on Neural Networks]]></conf-name>
<conf-loc> </conf-loc>
<page-range>822-4</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[König]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Rashhofer]]></surname>
<given-names><![CDATA[R. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Glesner]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[A novel method for the design of radial-basis function networks and its implication for knowledge extraction]]></source>
<year>1994</year>
<conf-name><![CDATA[ International Conference on Neural Networks]]></conf-name>
<conf-loc> </conf-loc>
<page-range>1804-9</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[López-Yáñez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[Clasificador automático de alto desempeño]]></source>
<year>2007</year>
<publisher-loc><![CDATA[Mexico, D.F. ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Memorias Asociativas basadas en relaciones de orden y operaciones binarias]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yáñez-Márquez]]></surname>
<given-names><![CDATA[L. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Díaz]]></surname>
<given-names><![CDATA[J. L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Computación y Sistemas]]></source>
<year></year>
<volume>6</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>300-11</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[López-Yáñez]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<source><![CDATA[Teoría y aplicación del clasificador asociativo Gamma]]></source>
<year>2011</year>
<publisher-loc><![CDATA[Mexico, D.F. ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Miller]]></surname>
<given-names><![CDATA[I. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Freund]]></surname>
<given-names><![CDATA[J. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Johnson]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
</person-group>
<source><![CDATA[Probabilidad y Estadística para Ingenieros]]></source>
<year>2005</year>
<publisher-loc><![CDATA[La Habana ]]></publisher-loc>
<publisher-name><![CDATA[Félix Varela]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Toussaint]]></surname>
<given-names><![CDATA[G. T.]]></given-names>
</name>
</person-group>
<source><![CDATA[Proximity Graphs for Nearest Neighbor Decision Rules: Recent Progress]]></source>
<year>2002</year>
<conf-name><![CDATA[ 34Symposium on Computing and Statistics INTERFACE-2002]]></conf-name>
<conf-loc>Montreal, Canada </conf-loc>
</nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Statistical comparison of classifiers over multiple datasets]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Demsar]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[The Journal of Machine Learning Research]]></source>
<year>2006</year>
<volume>7</volume>
<page-range>1-30</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Rough Sets]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pawlak]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
</person-group>
<source><![CDATA[International Journal of Information &amp; Computer Sciences]]></source>
<year>1982</year>
<volume>11</volume>
<page-range>341-56</page-range></nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[A method to edit training set based on rough sets]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Caballero]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Bello]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Salgado]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[M. M.]]></given-names>
</name>
</person-group>
<source><![CDATA[International Journal of Computational Intelligence Research]]></source>
<year>2007</year>
<volume>3</volume>
<page-range>219-29</page-range></nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Díaz]]></surname>
<given-names><![CDATA[J. L.]]></given-names>
</name>
<name>
<surname><![CDATA[Yáñez-Márquez]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<source><![CDATA[Memorias Asociativas basadas en relaciones de orden y operaciones binarias]]></source>
<year></year>
</nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Using Maximum Similarity Graphs to edit nearest neighbor classifiers]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[García-Borroto]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Villuendas-Rey]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Carrasco-Ochoa]]></surname>
<given-names><![CDATA[J. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Martinez-Trinidad]]></surname>
<given-names><![CDATA[J. F.]]></given-names>
</name>
</person-group>
<source><![CDATA[Lecture Notes on Computer Science]]></source>
<year>2009</year>
<volume>5856</volume>
<page-range>489-96</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="">
<article-title xml:lang=""><![CDATA[Selecting Objects for ALVOT]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Medina-Pérez]]></surname>
<given-names><![CDATA[M. A.]]></given-names>
</name>
<name>
<surname><![CDATA[García-Borroto]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Villuendas-Rey]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Ruiz-Shulcloper]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Progress in Pattern Recognition, Image Analysis and Applications]]></source>
<year>2006</year>
<page-range>606-13</page-range></nlm-citation>
</ref>
<ref id="B42">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Newman]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Asuncion]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[UCI machine learning repository]]></source>
<year>2007</year>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
