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<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "https://jats.nlm.nih.gov/publishing/1.3/JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xml:lang="en">
  <front xmlns:xlink="http://www.w3.org/1999/xlink">
    <journal-meta>
      <journal-id journal-id-type="elibrary">9004</journal-id>
      <journal-title-group>
        <journal-title>Problems of information security. Computer systems</journal-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Проблемы информационной безопасности. Компьютерные системы</trans-title>
        </trans-title-group>
      </journal-title-group>
      <issn pub-type="epub">2071-8217</issn>
    </journal-meta>
    <article-meta xmlns:xlink="http://www.w3.org/1999/xlink">
      <article-id pub-id-type="publisher-id">4</article-id>
      <article-id pub-id-type="doi">10.48612/jisp/kf76-kmg6-1azr</article-id>
      <title-group>
        <article-title>A method for detecting manipulation attacks on recommendation systems with collaborative filtering</article-title>
        <trans-title-group xml:lang="ru">
          <trans-title>Метод обнаружения атак манипулирования на рекомендательные системы с коллаборативной фильтрацией</trans-title>
        </trans-title-group>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Zagalsky</surname>
            <given-names>Dmitry</given-names>
          </name>
          <xref ref-type="aff" rid="aff1"/>
          <email>dzagalskii@yandex.ru</email>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Solovey</surname>
            <given-names>Roman</given-names>
          </name>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">0000-0001-9862-1507</contrib-id>
          <name>
            <surname>Dakhnovich</surname>
            <given-names>Andrey</given-names>
          </name>
          <xref ref-type="aff" rid="aff1"/>
          <email>add@ibks.spbstu.ru</email>
        </contrib>
      </contrib-group>
      <aff id="aff1">Peter the Great St. Petersburg Polytechnic University</aff>
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2023-03-19">
        <day>19</day>
        <month>03</month>
        <year>2023</year>
      </pub-date>
      <issue>1</issue>
      <fpage>37</fpage>
      <lpage>45</lpage>
      <self-uri xmlns:xlink="http://www.w3.org/1999/xlink" content-type="pdf" xlink:href="https://jisp.spbstu.ru/userfiles/files/2023_1.pdf"/>
      <abstract xml:lang="en">
        <p>This article discusses the security of recommendation systems with collaborative filtering from manipulation attacks. The most common types of attacks are analyzed and identified. A modified method for detecting manipulation attacks on recommendation systems with collaborative filtering is proposed. Experimental testing and comparison of the effectiveness of the modified method with other relevant methods were carried out</p>
      </abstract>
      <kwd-group xml:lang="en">
        <kwd>recommendation systems</kwd>
        <kwd>collaborative filtering</kwd>
        <kwd>shilling attack detection.</kwd>
      </kwd-group>
    </article-meta>
  </front>
</article>
