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 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">National Security and Strategic Planning</journal-id>
   <journal-title-group>
    <journal-title xml:lang="en">National Security and Strategic Planning</journal-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Национальная безопасность и стратегическое планирование</trans-title>
    </trans-title-group>
   </journal-title-group>
   <issn publication-format="print">2307-1400</issn>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="publisher-id">55609</article-id>
   <article-id pub-id-type="doi">10.37468/2307-1400-2022-3-89-94</article-id>
   <article-categories>
    <subj-group subj-group-type="toc-heading" xml:lang="ru">
     <subject>Управление социально-экономическими системами</subject>
    </subj-group>
    <subj-group subj-group-type="toc-heading" xml:lang="en">
     <subject>Management of socio-economic systems</subject>
    </subj-group>
    <subj-group>
     <subject>Управление социально-экономическими системами</subject>
    </subj-group>
   </article-categories>
   <title-group>
    <article-title xml:lang="en">Investigating the effects of applying innovation and information and communication technology  on IT companies' performance</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Исследование влияния применения инноваций и информационных и коммуникационных технологий  на производительность ИТ-компаний</trans-title>
    </trans-title-group>
   </title-group>
   <contrib-group content-type="authors">
    <contrib contrib-type="author">
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Дарвиши</surname>
       <given-names>Захра </given-names>
      </name>
      <name xml:lang="en">
       <surname>Darvishi</surname>
       <given-names>Zahra </given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <aff>
     <institution xml:lang="ru">Университет имени Шахида Бехешти</institution>
     <city>Тегеран</city>
     <country>Иран</country>
    </aff>
    <aff>
     <institution xml:lang="en">Shahid Beheshti University</institution>
     <city>Tehran</city>
     <country>Iran</country>
    </aff>
   </aff-alternatives>
   <pub-date publication-format="print" date-type="pub" iso-8601-date="2022-12-10T23:03:06+03:00">
    <day>10</day>
    <month>12</month>
    <year>2022</year>
   </pub-date>
   <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2022-12-10T23:03:06+03:00">
    <day>10</day>
    <month>12</month>
    <year>2022</year>
   </pub-date>
   <volume>2022</volume>
   <issue>3</issue>
   <fpage>89</fpage>
   <lpage>94</lpage>
   <history>
    <date date-type="received" iso-8601-date="2022-05-29T00:00:00+03:00">
     <day>29</day>
     <month>05</month>
     <year>2022</year>
    </date>
    <date date-type="accepted" iso-8601-date="2022-09-23T00:00:00+03:00">
     <day>23</day>
     <month>09</month>
     <year>2022</year>
    </date>
   </history>
   <self-uri xlink:href="https://futurepubl.ru/en/nauka/article/55609/view">https://futurepubl.ru/en/nauka/article/55609/view</self-uri>
   <abstract xml:lang="ru">
    <p>Настоящее исследование посвящено оценке влияния инноваций и применения информационных и коммуникационных технологий на производительность ИТ-компаний с использованием методов искусственного интеллекта. Данная работа носит прикладной характер. Использовались методы нейронной классификации и кластеризации для изучения возможности классификации компаний на основе их уровня эффективности. Статистическую совокупность составили компании Тегерана (Иран) в сфере информационных технологий и разработки программного обеспечения (всего 767 компаний). Используя метод простой случайной выборки и формулу Кронбаха, было отобрано 263 директора или заместителя этих компаний и проведено их анкетирование. Результаты этого исследования показали: при интеллектуальном анализе данных с помощью метода нейронной классификации точность классификации компаний составила 91,4%; при интеллектуальном анализе данных с помощью метода нейронной кластеризации соответствие модели составляло 62,6%. В итоге был сделан вывод о том, что применение инноваций и информационных и коммуникационных технологий существенно влияет на производительность компаний в сфере информационных технологий.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>The present study was conducted to understand the impacts of innovation and information and communication technology application via artificial intelligence on the performance of information technology companies.  The article was based on an applied objective. Neural classification and neural clustering techniques were utilized to examine the feasibility of classifying companies based on their performance level. Information Technology-Software companies in Tehran (767 active companies) comprised the statistical population. Using a simple random sampling method and the Cronbach's formula, the number of 263 directors or deputies of these companies (estimating the attrition level in questionnaires) constituted the statistical samples. The findings of this study suggested that; (1) in data-mining via neural classification method, the model fit in the model learning section was equal to 91.4%, and (2) in data-mining via neural clustering method, model fit was 62.6%. The findings concluded that the application of innovation and information and communication technology significantly affect the performance of information technology companies.</p>
   </trans-abstract>
   <kwd-group xml:lang="ru">
    <kwd>научно-техническая политика</kwd>
    <kwd>применение инноваций</kwd>
    <kwd>информационные и коммуникационные технологии</kwd>
    <kwd>искусственный интеллект</kwd>
   </kwd-group>
   <kwd-group xml:lang="en">
    <kwd>science and technology policy</kwd>
    <kwd>application of innovation</kwd>
    <kwd>information and communication technology</kwd>
    <kwd>artificial intelligence</kwd>
   </kwd-group>
  </article-meta>
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 <back>
  <ref-list>
   <ref id="B1">
    <label>1.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Al-Zu'bi H.A. A study of relationship between organizational justice and job satisfaction // International Journal of Business and Management. - 2010. - V. 5. - No 12. - p. 102.</mixed-citation>
     <mixed-citation xml:lang="en">Al-Zu'bi H.A. A study of relationship between organizational justice and job satisfaction // International Journal of Business and Management. - 2010. - V. 5. - No 12. - p. 102.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B2">
    <label>2.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">EmenikeKalu O., Obasi R. Long-run relationship between marketing of bank services &amp; the performance of deposit money banks in Nigeria // International Journal of Economics, Business &amp; Management Studies. - 2016. - V. 3. - No 1. - pp. 12-20.</mixed-citation>
     <mixed-citation xml:lang="en">EmenikeKalu O., Obasi R. Long-run relationship between marketing of bank services &amp; the performance of deposit money banks in Nigeria // International Journal of Economics, Business &amp; Management Studies. - 2016. - V. 3. - No 1. - pp. 12-20.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B3">
    <label>3.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Widjaja B., Sumintapura I., Yani A. Exploring the triangular relationship among information and communication technology, business innovation and organizational performance // Management Science Letters. - 2020. - V. 10. -  No 1. - pp. 163-174.</mixed-citation>
     <mixed-citation xml:lang="en">Widjaja B., Sumintapura I., Yani A. Exploring the triangular relationship among information and communication technology, business innovation and organizational performance // Management Science Letters. - 2020. - V. 10. -  No 1. - pp. 163-174.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B4">
    <label>4.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Fengyang W.U. An analysis of Chinas poverty research based on CiteSpace // Journal of Social Economics Research. - 2018. - V. 5. - No 2. - pp. 75-84.</mixed-citation>
     <mixed-citation xml:lang="en">Fengyang W.U. An analysis of Chinas poverty research based on CiteSpace // Journal of Social Economics Research. - 2018. - V. 5. - No 2. - pp. 75-84.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B5">
    <label>5.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Bernard A.B., Moxnes A., Saito Y.U. Production networks, geography, and firm performance // Journal of Political Economy. - 2019. - V. 127. - No 2. -  pp. 639-688.</mixed-citation>
     <mixed-citation xml:lang="en">Bernard A.B., Moxnes A., Saito Y.U. Production networks, geography, and firm performance // Journal of Political Economy. - 2019. - V. 127. - No 2. -  pp. 639-688.</mixed-citation>
    </citation-alternatives>
   </ref>
  </ref-list>
 </back>
</article>
