<?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>1692-3324</journal-id>
<journal-title><![CDATA[Revista Ingenierías Universidad de Medellín]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. ing. univ. Medellín]]></abbrev-journal-title>
<issn>1692-3324</issn>
<publisher>
<publisher-name><![CDATA[Universidad de Medellín]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1692-33242021000100067</article-id>
<article-id pub-id-type="doi">10.22395/rium.v20n38a4</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Selection of Online Network Traffic Discriminators for on-the-Fly Traffic Classification]]></article-title>
<article-title xml:lang="es"><![CDATA[Selección de discriminadores de tráfico de red para clasificación en tiempo real]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Vargas-Arcila]]></surname>
<given-names><![CDATA[Angela María]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Corrales-Muñoz]]></surname>
<given-names><![CDATA[Juan Carlos]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Rendon-Gallon]]></surname>
<given-names><![CDATA[Alvaro]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sanchis]]></surname>
<given-names><![CDATA[Araceli]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad del Cauca  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad del Cauca  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,Universidad del Cauca  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Colombia</country>
</aff>
<aff id="Af4">
<institution><![CDATA[,Universidad Carlos III de Madrid  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Spain</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2021</year>
</pub-date>
<volume>20</volume>
<numero>38</numero>
<fpage>67</fpage>
<lpage>85</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S1692-33242021000100067&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S1692-33242021000100067&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S1692-33242021000100067&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract There are several techniques to select a set of traffic features for traffic classification. However, most studies ignore the domain knowledge where traffic analysis or classification is performed and do not consider the always moving information carried in the networks. This paper describes a selection process of online network-traffic discriminators. We obtained 24 traffic features that can be processed on the fly and propose them as a base attribute set for future domain-aware online analysis, processing, or classification. For the selection of a set of traffic discriminators, and to avoid the inconveniences mentioned, we carried out three steps. The first step is a context knowledge-based manual selection of traffic features that meet the condition of being obtained on the fly from the flow. The second step is focused on the quality analysis of previously selected attributes to ensure the relevance of each one when performing a traffic classification. In the third step, the implementation of several incremental learning algorithms verified the usefulness of such attributes in online traffic classification processes.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Existen varias técnicas para seleccionar un conjunto de variables para clasificación del tráfico de red. Sin embargo, muchos estudios ignoran el ámbito del conocimiento en donde el análisis y clasificación del tráfico tiene lugar y no consideran la información, siempre en movimiento, que se transporta en dichas redes. Este artículo describe el proceso de selección de discriminadores tráfico de redes en línea. Se obtuvieron 24 características que pueden procesarse en tiempo real y se proponen como los conjuntos de atributos base para futuros análisis, procesamiento y calificación conscientes del dominio (domain-aware). Para la selección de un conjunto de discriminadores de tráfico y con el fin de evitar los inconvenientes mencionados anteriormente, se llevaron a cabo tres etapas. La primera consiste en la selección manual basada en el conocimiento contextual de las características de tráfico de red que tengan las condiciones de obtener en tiempo real a partir del flujo. La segunda etapa se enfoca en la calidad del análisis de los atributos previamente seleccionados para asegurar la relevancia de cada uno a la hora de efectuar la clasificación del tráfico. En la tercera etapa, la implementación de varios algoritmos de aprendizaje incremental verifican la idoneidad de tales atributos en procesos de clasificación de tráfico en línea.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[incremental learning]]></kwd>
<kwd lng="en"><![CDATA[network traffic classification]]></kwd>
<kwd lng="en"><![CDATA[online classification]]></kwd>
<kwd lng="en"><![CDATA[traffic feature selection]]></kwd>
<kwd lng="es"><![CDATA[aprendizaje incremental]]></kwd>
<kwd lng="es"><![CDATA[clasificación de tráfico de la red]]></kwd>
<kwd lng="es"><![CDATA[clasificación en línea]]></kwd>
<kwd lng="es"><![CDATA[selección de características de tráfico]]></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[Bakhshi]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Ghita]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[On Internet Traffic Classification: A Two-Phased Machine Learning Approach]]></article-title>
<source><![CDATA[J. Comput. Netw. Commun.]]></source>
<year>2016</year>
<volume>2016</volume>
<page-range>21</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[Namdev]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Agrawal]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Silkari]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Recent Advancement in Machine Learning Based Internet Traffic Classification]]></article-title>
<source><![CDATA[Procedia Comput. Sci.]]></source>
<year>2015</year>
<volume>60</volume>
<page-range>784-91</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[Nguyen]]></surname>
<given-names><![CDATA[T. T. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Armitage]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A survey of techniques for internet traffic classification using machine learning]]></article-title>
<source><![CDATA[IEEE Commun. Surv. Tutor.]]></source>
<year>2008</year>
<volume>10</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>56-76</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>[4]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Baer]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[DBStream: A holistic approach to large-scale network traffic monitoring and analysis]]></article-title>
<source><![CDATA[Comput. Netw.]]></source>
<year>2016</year>
<volume>107</volume>
<page-range>5-19</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>[5]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moore]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Crogan]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Zuev]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Discriminators for use in flow-based classification]]></source>
<year>2005</year>
<publisher-loc><![CDATA[University of London ]]></publisher-loc>
<publisher-name><![CDATA[Department of Computer Science, Queen Mary]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B6">
<label>[6]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Loo]]></surname>
<given-names><![CDATA[H. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Marsono]]></surname>
<given-names><![CDATA[M. N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Online network traffic classification with incremental learning]]></article-title>
<source><![CDATA[Evol. Syst.]]></source>
<year>2016</year>
<volume>7</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>129-43</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[Ertam]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Avc&#305;]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A new approach for internet traffic classification: GA-WK-ELM]]></article-title>
<source><![CDATA[Measurement]]></source>
<year>2017</year>
<volume>95</volume>
<page-range>135-42</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>[8]</label><nlm-citation citation-type="book">
<article-title xml:lang=""><![CDATA[Reviewing Traffic Classification]]></article-title>
<source><![CDATA[Data Traffic Monitoring and Analysis: From Measurement, Classification, and Anomaly Detection to Quality of Experience]]></source>
<year>2013</year>
<page-range>123-47</page-range><publisher-loc><![CDATA[Berlin, Heidelberg ]]></publisher-loc>
<publisher-name><![CDATA[Springer Berlin Heidelberg]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B9">
<label>[9]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moore]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Hall]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Kreibich]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Harris]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Pratt]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Architecture of a Network Monitor]]></article-title>
<source><![CDATA[Passive &amp; Active Measurement Workshop 2003 (PAM2003)]]></source>
<year>2003</year>
</nlm-citation>
</ref>
<ref id="B10">
<label>[10]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lei]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Xiaochun]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Jun]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<source><![CDATA[Optimizing Traffic Classification Using Hybrid Feature Selection]]></source>
<year>2008</year>
<conf-name><![CDATA[ 2008The Ninth International Conference on Web-Age Information Management]]></conf-name>
<conf-loc>Zhangjiajie Hunan, China </conf-loc>
<page-range>520-5</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>[11]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lei]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[You]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Xiaochun]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Optimizing IP Flow Classification Using Feature Selection]]></source>
<year>2007</year>
<conf-name><![CDATA[ Eighth International Conference on Parallel and Distributed Computing, Applications and Technologies (PDCAT 2007)]]></conf-name>
<conf-loc>Adelaide, SA, Australia </conf-loc>
<page-range>39-45</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[Zhang]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Lu]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Qassrawi]]></surname>
<given-names><![CDATA[M.T.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Yu]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Feature selection for optimizing traffic classification]]></article-title>
<source><![CDATA[Comput. Commun.]]></source>
<year>2012</year>
<volume>35</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>1457-71</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>[13]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zuev]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Moore]]></surname>
<given-names><![CDATA[A. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Traffic Classification Using a Statistical Approach]]></article-title>
<source><![CDATA[Passive and Active Network Measurement]]></source>
<year>2005</year>
</nlm-citation>
</ref>
<ref id="B14">
<label>[14]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Moore]]></surname>
<given-names><![CDATA[A. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Zuev]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Internet Traffic Classification Using Bayesian Analysis Techniques]]></source>
<year>2005</year>
<conf-name><![CDATA[ Proceedings of the 2005 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems]]></conf-name>
<conf-loc>New York, NY, USA </conf-loc>
<page-range>50-60</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>[15]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Junior]]></surname>
<given-names><![CDATA[G. P. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Maia]]></surname>
<given-names><![CDATA[J. E. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Holanda]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[de Sousa]]></surname>
<given-names><![CDATA[J. N.]]></given-names>
</name>
</person-group>
<source><![CDATA[P2P Traffic Identification using Cluster Analysis]]></source>
<year>2007</year>
<conf-name><![CDATA[ 2007First International Global Information Infrastructure Symposium]]></conf-name>
<conf-loc> </conf-loc>
<page-range>128-33</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[Auld]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Moore]]></surname>
<given-names><![CDATA[A. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Gull]]></surname>
<given-names><![CDATA[S. F.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Bayesian Neural Networks for Internet Traffic Classification]]></article-title>
<source><![CDATA[IEEE Trans. Neural Netw.]]></source>
<year>2007</year>
<volume>18</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>223-39</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>[17]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jing]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Cheng]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Dong]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Xiong]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<source><![CDATA[An efficient SVM-based method for multi-class network traffic classification]]></source>
<year>2011</year>
<conf-name><![CDATA[ 30IEEE International Performance Computing and Communications Conference]]></conf-name>
<conf-loc>Orlando, FL </conf-loc>
<page-range>1-8</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>[18]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Holanda Filho]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Fontenelle do Carmo]]></surname>
<given-names><![CDATA[M. F.]]></given-names>
</name>
<name>
<surname><![CDATA[Maia]]></surname>
<given-names><![CDATA[J. E. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Paulino Siqueira]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<source><![CDATA[An Internet traffic classification methodology based on statistical discriminators]]></source>
<year>2008</year>
<conf-name><![CDATA[ NOMS 2008 2008 IEEE Network Operations and Management Symposium]]></conf-name>
<conf-loc>Salvador, Bahia, Brazil </conf-loc>
<page-range>907-10</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>[19]</label><nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Luan]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
</person-group>
<source><![CDATA[The Internet Traffic Classification an Online SVM Approach]]></source>
<year>2008</year>
<conf-name><![CDATA[ 2008International Conference on Information Networking]]></conf-name>
<conf-loc>Busan, South Korea </conf-loc>
<page-range>1-5</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[Noorbehbahani]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Fanian]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Mousavi]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Hasannejad]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An incremental intrusion detection system using a new semi-supervised stream classification method]]></article-title>
<source><![CDATA[Int. J. Commun. Syst.]]></source>
<year>2017</year>
<volume>30</volume>
<numero>4</numero>
<issue>4</issue>
</nlm-citation>
</ref>
<ref id="B21">
<label>[21]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sun]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Su]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Internet Traffic Classification Based on Incremental Support Vector Machines]]></article-title>
<source><![CDATA[Mob. Netw. Appl.]]></source>
<year>2018</year>
<volume>23</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>789-96</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[Baptista]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Oliveira]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Gamification and serious games: A literature meta-analysis and integrative model]]></article-title>
<source><![CDATA[Computers in Human Behavior]]></source>
<year>2019</year>
<volume>92</volume>
<page-range>306-15</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[Hamari]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Keronen]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Why do people play games? A meta-analysis]]></article-title>
<source><![CDATA[International Journal of Information Management]]></source>
<year>2017</year>
<volume>37</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>125-41</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[Jamil]]></surname>
<given-names><![CDATA[H. A]]></given-names>
</name>
<name>
<surname><![CDATA[Mohammed]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Hamza]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Nor]]></surname>
<given-names><![CDATA[S. M]]></given-names>
</name>
<name>
<surname><![CDATA[Marsono]]></surname>
<given-names><![CDATA[M. N.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Selection of On-line Features for Peer-to-Peer Network Traffic Classification]]></article-title>
<source><![CDATA[Recent Advances in Intelligent Informatics]]></source>
<year>2014</year>
</nlm-citation>
</ref>
<ref id="B25">
<label>[25]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Corrales]]></surname>
<given-names><![CDATA[D. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Ledezma]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Corrales]]></surname>
<given-names><![CDATA[J. C.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[A Conceptual Framework for Data Quality in Knowledge Discovery Tasks (FDQ-KDT): A Proposal]]></article-title>
<source><![CDATA[J. Comput.]]></source>
<year>2015</year>
<volume>10</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>396-405</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>[26]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bramer]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[Principles of Data Mining]]></source>
<year>2016</year>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B27">
<label>[27]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Juhola]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Laurikkala]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Missing values: how many can they be to preserve classification reliability?]]></article-title>
<source><![CDATA[Artif. Intell. Rev.]]></source>
<year>2013</year>
<volume>40</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>231-45</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>[28]</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernández]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[García]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Galar]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Prati]]></surname>
<given-names><![CDATA[R. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Krawczyk]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Herrera]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<source><![CDATA[Learning from Imbalanced Data Sets]]></source>
<year>2018</year>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B29">
<label>[29]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Patil]]></surname>
<given-names><![CDATA[M. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Handling Concept Drift in Data Streams by Using Drift Detection Methods]]></article-title>
<source><![CDATA[Data Management, Analytics and Innovation]]></source>
<year>2019</year>
<page-range>155-66</page-range><publisher-loc><![CDATA[Singapore ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B30">
<label>[30]</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bifet]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Holmes]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Kirkby]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Pfahringer]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[MOA: Massive Online Analysis]]></article-title>
<source><![CDATA[J. Mach. Learn. Res.]]></source>
<year>2010</year>
<volume>11</volume>
<page-range>1601-4</page-range></nlm-citation>
</ref>
<ref id="B31">
<label>[31]</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rutkowski]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Jaworski]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Duda]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<source><![CDATA[Stream Data Mining: Algorithms and Their Probabilistic Properties]]></source>
<year>2019</year>
<publisher-loc><![CDATA[Springer ]]></publisher-loc>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
