<?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>S1405-55462024000200529</article-id>
<article-id pub-id-type="doi">10.13053/cys-28-2-4556</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Deep Learning-Based Text Classification to Improve Web Service Discovery]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Meghazi]]></surname>
<given-names><![CDATA[Hadj Madani]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
<xref ref-type="aff" rid="Aaf"/>
<xref ref-type="aff" rid="A a"/>
<xref ref-type="aff" rid="A3"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Mostefaoui]]></surname>
<given-names><![CDATA[Sid Ahmed]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
<xref ref-type="aff" rid="Aaf"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Maaskri]]></surname>
<given-names><![CDATA[Moustafa]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
<xref ref-type="aff" rid="Aaf"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Aklouf]]></surname>
<given-names><![CDATA[Youcef]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,University of Tiaret  ]]></institution>
<addr-line><![CDATA[Tiaret ]]></addr-line>
<country>Algeria</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,University of Tiaret Laboratory of Research in Artificial Intelligence and Systems ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
<country>Algeria</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,University of Science and Technology Houari Boumediene  ]]></institution>
<addr-line><![CDATA[Algiers ]]></addr-line>
<country>Algeria</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2024</year>
</pub-date>
<volume>28</volume>
<numero>2</numero>
<fpage>529</fpage>
<lpage>542</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462024000200529&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462024000200529&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462024000200529&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract: Due to the rising number of firms and organizations offering access to their business data or resources on the internet through APIs, there has been a significant increase in the number of web APIs. This poses a difficulty in swiftly and effectively finding online APIs. In order to tackle this problem, the introduction of service classification has been implemented to streamline the process of finding services within a vast array of options. Prior approaches have endeavored to classify web services based on semantic characteristics, although their precision has been constrained. This work introduces a novel strategy named &#8220;DeepLAB-WSC&#8221; to improve the identification of web services. The approach specifically emphasizes actions derived from textual descriptions of web services and utilizes advanced techniques from deep learning-based text classification. The suggested methodology was evaluated using a real-world web API dataset and achieved superior results compared to existing state-of-the-art research.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Service classification]]></kwd>
<kwd lng="en"><![CDATA[action extraction]]></kwd>
<kwd lng="en"><![CDATA[text classification]]></kwd>
<kwd lng="en"><![CDATA[deep learning]]></kwd>
<kwd lng="en"><![CDATA[web services discovery]]></kwd>
</kwd-group>
</article-meta>
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