<?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>1390-7697</journal-id>
<journal-title><![CDATA[Revista Científica y Tecnológica UPSE (RCTU)]]></journal-title>
<abbrev-journal-title><![CDATA[RCTU]]></abbrev-journal-title>
<issn>1390-7697</issn>
<publisher>
<publisher-name><![CDATA[Universidad Estatal Península de Santa Elena]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1390-76972022000200057</article-id>
<article-id pub-id-type="doi">10.26423/rctu.v9i1.671</article-id>
<title-group>
<article-title xml:lang="es"><![CDATA[Una revisión del aprendizaje profundo aplicado a la ciberseguridad]]></article-title>
<article-title xml:lang="en"><![CDATA[A review of deep learning applied to cybersecurity]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Quirumbay Yagual]]></surname>
<given-names><![CDATA[Daniel Ivan]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Castillo Yagual]]></surname>
<given-names><![CDATA[Carlos Andrés]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Coronel Suárez]]></surname>
<given-names><![CDATA[Iván Alberto]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Estatal Peninsula de Santa Elena, UPSE  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Ecuador</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2022</year>
</pub-date>
<volume>9</volume>
<numero>1</numero>
<fpage>57</fpage>
<lpage>65</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_arttext&amp;pid=S1390-76972022000200057&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_abstract&amp;pid=S1390-76972022000200057&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.senescyt.gob.ec/scielo.php?script=sci_pdf&amp;pid=S1390-76972022000200057&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen Este estudio presenta una descripción general sobre la ciberseguridad desde la perspectiva de las redes neuronales y técnicas de aprendizaje profundo de acuerdo con las diversas necesidades actuales en ambientes de seguridad informática. Se discute la aplicabilidad de estas técnicas en diversos trabajos de ciberseguridad, como detección de intrusos, identificación de malware o botnets, phishing, predicción de ciberataques, denegación de servicio, ciberanomalías, entre otros. Para este estudio se aplicó el método analítico-sintético que sirvió para identificar soluciones óptimas en el campo de la ciberseguridad. Los resultados destacan y recomiendan algoritmos aplicables a la seguridad cibernética como base de conocimiento y facilidad para investigaciones futuras dentro del alcance de este estudio en el campo. Esta investigación sirve como punto de referencia y guía para la academia y los profesionales de las industrias de la seguridad cibernética desde el punto de vista del aprendizaje profundo.]]></p></abstract>
<abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract This study presents an overview on cybersecurity from the perspective of neural networks and deep learning techniques according to the various current needs in computer security environments. It discusses the applicability of these techniques in various cybersecurity works, such as intrusion detection, malware or botnet identification, phishing, cyber attack prediction, denial of service, cyber anomalies, among others. For this study, the analytical-synthetic method was applied to identify optimal solutions in the field of cybersecurity. The results highlight and recommend algorithms applicable to cybersecurity as a knowledge base and facility for future research within the scope of this study in the field. This research serves as a reference point and guide for academia and practitioners in cyber security industries from the deep learning point of view.]]></p></abstract>
<kwd-group>
<kwd lng="es"><![CDATA[aprendizaje profundo]]></kwd>
<kwd lng="es"><![CDATA[internet de las cosas]]></kwd>
<kwd lng="es"><![CDATA[inteligencia artificial]]></kwd>
<kwd lng="es"><![CDATA[redes neuronales]]></kwd>
<kwd lng="es"><![CDATA[seguridad cibernética.]]></kwd>
<kwd lng="en"><![CDATA[deep learning]]></kwd>
<kwd lng="en"><![CDATA[internet of things]]></kwd>
<kwd lng="en"><![CDATA[artificial intelligence]]></kwd>
<kwd lng="en"><![CDATA[neural networks]]></kwd>
<kwd lng="en"><![CDATA[cyber security]]></kwd>
</kwd-group>
</article-meta>
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