<?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>2227-1899</journal-id>
<journal-title><![CDATA[Revista Cubana de Ciencias Informáticas]]></journal-title>
<abbrev-journal-title><![CDATA[Rev cuba cienc informat]]></abbrev-journal-title>
<issn>2227-1899</issn>
<publisher>
<publisher-name><![CDATA[Editorial Ediciones Futuro]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2227-18992019000300107</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Detección de anomalías basada en aprendizaje profundo: Revisión]]></article-title>
<article-title xml:lang="en"><![CDATA[Anomaly Detection based on Deep Learning: Review]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[López-Avila]]></surname>
<given-names><![CDATA[Leyanis]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Acosta-Mendoza]]></surname>
<given-names><![CDATA[Niusvel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[gago-Alonso]]></surname>
<given-names><![CDATA[Andrés]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,FSA Cadastros Técnicos LTDA  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Brasil</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>09</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>09</month>
<year>2019</year>
</pub-date>
<volume>13</volume>
<numero>3</numero>
<fpage>107</fpage>
<lpage>123</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_arttext&amp;pid=S2227-18992019000300107&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_abstract&amp;pid=S2227-18992019000300107&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.sld.cu/scielo.php?script=sci_pdf&amp;pid=S2227-18992019000300107&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN La detección de anomalías es una técnica de Minería de Datos que permite el reconocimiento de nuevos patrones con comportamiento inusual, los cuales pueden ser traducidos como acciones no válidas o anómalas sobre los datos. La detección de anomalías ha permitido la identificación y prevención de actividades maliciosas como fraude e intrusiones, entre otros. El uso de técnicas tradicionales para la detección de anomalías ha reportado muy buenos resultados. Sin embargo, en los últimos años se han reportado resultados de mayor relevancia mediante el uso de técnicas de aprendizaje profundo. El objetivo de este reporte es la revisión de los principales y más recientes métodos del estado-del-arte para la detección de anomalías (fraude e intrusiones) basados en aprendizaje profundo (en inglés: Deep Learning), los cuales categorizamos según el tipo de red profunda que utilizan.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT Anomaly detection is a Data Mining technique that allows the recognition of new patterns with unusual behavior, which can be translated as non-valid actions or anomalies over the data. Anomaly detection has allowed the identification and prevention of malicious activities such as fraud and intrusions, among others. The use of traditional techniques of anomaly detection has reported very good results. However, in the last years, more relevant results have been reported through the use of deep learning techniques. The aim of this report is to give a revision of the principal and most recent state-of-the-art methods for anomaly (fraud and intrusions) detection based on the deep learning technique, which we categorized according to the kind of the used deep neural network.]]></p></abstract>
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<kwd lng="es"><![CDATA[Detección de anomalías basado en aprendizaje profundo]]></kwd>
<kwd lng="es"><![CDATA[detección de fraude]]></kwd>
<kwd lng="es"><![CDATA[detección de intrusiones]]></kwd>
<kwd lng="es"><![CDATA[aprendizaje profundo]]></kwd>
<kwd lng="en"><![CDATA[Deep learning-based anomaly detection]]></kwd>
<kwd lng="en"><![CDATA[fraud detection]]></kwd>
<kwd lng="en"><![CDATA[intrusion detection]]></kwd>
<kwd lng="en"><![CDATA[deep learning]]></kwd>
</kwd-group>
</article-meta>
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