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 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">JOURNAL OF REGIONAL AND INTERNATIONAL COMPETITIVENESS</journal-id>
   <journal-title-group>
    <journal-title xml:lang="en">JOURNAL OF REGIONAL AND INTERNATIONAL COMPETITIVENESS</journal-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Журнал региональной и международной конкурентоспособности</trans-title>
    </trans-title-group>
   </journal-title-group>
   <issn publication-format="online">2782-1927</issn>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="publisher-id">84136</article-id>
   <article-categories>
    <subj-group subj-group-type="toc-heading" xml:lang="ru">
     <subject>REGIONS COMPETITIVENESS</subject>
    </subj-group>
    <subj-group subj-group-type="toc-heading" xml:lang="en">
     <subject>REGIONS COMPETITIVENESS</subject>
    </subj-group>
    <subj-group>
     <subject>REGIONS COMPETITIVENESS</subject>
    </subj-group>
   </article-categories>
   <title-group>
    <article-title xml:lang="en">Spatial and functional localisation of innovation development in Russian regions: analysis and forecast</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Spatial and functional localisation of innovation development in Russian regions: analysis and forecast</trans-title>
    </trans-title-group>
   </title-group>
   <contrib-group content-type="authors">
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9013-6141</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Кособуцкая</surname>
       <given-names>Анна Юрьевна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Kosobuckaya</surname>
       <given-names>Anna Yur'evna</given-names>
      </name>
     </name-alternatives>
     <email>anna.rodnina@mail.ru</email>
     <bio xml:lang="ru">
      <p>доктор экономических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>doctor of economic sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0039-5060</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Трещевский</surname>
       <given-names>Юрий Игоревич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Treschevskiy</surname>
       <given-names>Yuriy Igorevich</given-names>
      </name>
     </name-alternatives>
     <email>utreshevski@yandex.ru</email>
     <bio xml:lang="ru">
      <p>доктор экономических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>doctor of economic sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <aff>
     <institution xml:lang="ru">Воронежский государственный университет</institution>
     <city>Voronezh</city>
     <country>RU</country>
    </aff>
    <aff>
     <institution xml:lang="en">Voronezh State University</institution>
     <city>Voronezh</city>
     <country>RU</country>
    </aff>
   </aff-alternatives>
   <pub-date publication-format="print" date-type="pub" iso-8601-date="2024-06-16T20:13:45+03:00">
    <day>16</day>
    <month>06</month>
    <year>2024</year>
   </pub-date>
   <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2024-06-16T20:13:45+03:00">
    <day>16</day>
    <month>06</month>
    <year>2024</year>
   </pub-date>
   <volume>3</volume>
   <issue>4</issue>
   <fpage>34</fpage>
   <lpage>44</lpage>
   <history>
    <date date-type="received" iso-8601-date="2022-10-03T00:00:00+03:00">
     <day>03</day>
     <month>10</month>
     <year>2022</year>
    </date>
    <date date-type="accepted" iso-8601-date="2022-11-21T00:00:00+03:00">
     <day>21</day>
     <month>11</month>
     <year>2022</year>
    </date>
   </history>
   <self-uri xlink:href="https://chemintech.ru/en/nauka/article/84136/view">https://chemintech.ru/en/nauka/article/84136/view</self-uri>
   <abstract xml:lang="ru">
    <p>Purpose: To identify features of spatial and functional localization of innovation activity of Russian regions, it is necessary to forecast its dynamics, development, and justification of directions and tools of regional innovation policy in the medium term. Research methods: comparative analysis; structuring of the information dataset – virtual clustering method; correlation and regression analysis. Results: we have proposed five indicators characterizing spatial and functional localization of regional innovation development. On the base of them, we formed virtual clusters, including regions with similar values of the parameters under study. We identified the closest representative region to its center for each cluster. Also we used the example of the Yaroslavl Region (region-representative of cluster B) to identify trends by the studied indicators and draw conclusions about the region’s forecasting and development prospects in terms of the basic parameters of innovative development.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>Purpose: To identify features of spatial and functional localization of innovation activity of Russian regions, it is necessary to forecast its dynamics, development, and justification of directions and tools of regional innovation policy in the medium term. Research methods: comparative analysis; structuring of the information dataset – virtual clustering method; correlation and regression analysis. Results: we have proposed five indicators characterizing spatial and functional localization of regional innovation development. On the base of them, we formed virtual clusters, including regions with similar values of the parameters under study. We identified the closest representative region to its center for each cluster. Also we used the example of the Yaroslavl Region (region-representative of cluster B) to identify trends by the studied indicators and draw conclusions about the region’s forecasting and development prospects in terms of the basic parameters of innovative development.</p>
   </trans-abstract>
   <kwd-group xml:lang="en">
    <kwd>cluster analysis</kwd>
    <kwd>k-means method</kwd>
    <kwd>virtual clusters</kwd>
    <kwd>Russian regions</kwd>
    <kwd>innovation development</kwd>
    <kwd>representative regions</kwd>
    <kwd>trends.</kwd>
   </kwd-group>
  </article-meta>
 </front>
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