RUSSIAN INDUSTRY ELECTRONIC ATLAS: MACHINE LEARNING IN ECONOMIC STATISTICS AND REGIONAL RESEARCH

January 17, 2019, 11:30 – 13:00, Building 5, Floor 2, Room 213
The rapid pace of improvement of artificial intelligence technologies creates opportunities for large-scale collection of detailed statistics at the level of individual enterprises, implemented in the prototype of the electronic atlas of Russian industry developed at IORI RANEPA. The collected microeconomic and geographical data change the understanding of the patterns of development of regions and industries and determine the relevance of discussing the problems and prospects for their introduction into scientific and practical use.

Issues for Discussion

  • Demand in data for spatial development management
  • Level of Russian and world knowledge of the laws of spatial development
  • Ability to integrate various sources of enterprise data
  • Experience of foreign economic and geographical research on microdata
  • Prospects for improving the methodology for collecting and disseminating enterprise statistics

Moderator

  • Georgy Idrisov
    Georgy Idrisov

    Vice-Rector, Director of the Institute of Industry Markets and Infrastructure, RANEPA

  • Tatiana Mikhailova
    Tatiana Mikhailova

    Senior Research Fellow, Laboratory for Infrastructural and Spatial Studies, RANEPA

  • Alexey Rey
    Alexey Rey

    Head, Laboratory for Data Analysis and Industry Dynamics of RANEPA

Participants

  • Natalia Zubarevich
    Natalia Zubarevich

    Professor, Lomonosov Moscow State University

  • Alexey Elin
    Alexey Elin

    Acting Director, Department for Special Development Planning, Ministry of economic development of the Russian Federation

  • Elena Shustova
    Elena Shustova

    Head, Department of Enterprise Statistics, Rosstat

  • Natalia Trunova
    Natalia Trunova

    Vice President, Center for Strategic Research (CSR)

  • Dmitry Zemlyansky
    Dmitry Zemlyansky

    Chairman, Council on production forces research, Russian Foreign Trade Academy

  • Pavel Chistyakov
    Pavel Chistyakov

    Vice President, Center for Economics and Infrastructure

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[LIST_TYPE] => L [MULTIPLE] => N [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => HTML [USER_TYPE_SETTINGS] => Array ( [height] => 200 ) [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Представители МСП [~DEFAULT_VALUE] => Array ( [TEXT] => [TYPE] => HTML ) ) [MEDIA_LINK] => Array ( [ID] => 135 [TIMESTAMP_X] => 2018-01-16 21:02:27 [IBLOCK_ID] => 18 [NAME] => Медиаматериалы [ACTIVE] => Y [SORT] => 130 [CODE] => MEDIA_LINK [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => N [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 36 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Медиаматериалы [~DEFAULT_VALUE] => ) [CALENDAR] => Array ( [ID] => 131 [TIMESTAMP_X] => 2017-12-20 14:20:36 [IBLOCK_ID] => 18 [NAME] => Календарь [ACTIVE] => Y [SORT] => 140 [CODE] => CALENDAR [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => C [MULTIPLE] => N [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => 95056 [VALUE] => Да [DESCRIPTION] => [VALUE_ENUM] => Да [VALUE_XML_ID] => cdcbcf72d67def380b63dd8ba1dd146d [VALUE_SORT] => 500 [VALUE_ENUM_ID] => 39 [~VALUE] => Да [~DESCRIPTION] => [~NAME] => Календарь [~DEFAULT_VALUE] => ) [EVENT_INFO] => Array ( [ID] => 132 [TIMESTAMP_X] => 2017-12-20 14:20:36 [IBLOCK_ID] => 18 [NAME] => Информационное событие [ACTIVE] => Y [SORT] => 150 [CODE] => EVENT_INFO [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => C [MULTIPLE] => N [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [VALUE_ENUM_ID] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Информационное событие [~DEFAULT_VALUE] => ) [CHANGE] => Array ( [ID] => 133 [TIMESTAMP_X] => 2017-12-20 14:20:36 [IBLOCK_ID] => 18 [NAME] => Изменение [ACTIVE] => Y [SORT] => 160 [CODE] => CHANGE [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => C [MULTIPLE] => N [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [VALUE_ENUM_ID] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Изменение [~DEFAULT_VALUE] => ) [LANGUAGES] => Array ( [ID] => 224 [TIMESTAMP_X] => 2017-12-20 14:26:52 [IBLOCK_ID] => 18 [NAME] => Рабочие языки [ACTIVE] => Y [SORT] => 170 [CODE] => LANGUAGES [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => C [MULTIPLE] => Y [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => Array ( [0] => 95057 ) [VALUE] => Array ( [0] => Russian ) [DESCRIPTION] => Array ( [0] => ) [VALUE_ENUM] => Array ( [0] => Russian ) [VALUE_XML_ID] => Array ( [0] => affb1430ade1dabb9b750ff1961d2505 ) [VALUE_SORT] => Array ( [0] => 10 ) [VALUE_ENUM_ID] => Array ( [0] => 54 ) [~VALUE] => Array ( [0] => Russian ) [~DESCRIPTION] => Array ( [0] => ) [~NAME] => Рабочие языки [~DEFAULT_VALUE] => ) [INVITATION_ONLY] => Array ( [ID] => 225 [TIMESTAMP_X] => 2017-12-22 18:34:07 [IBLOCK_ID] => 18 [NAME] => Вход по индивидуальным приглашениям [ACTIVE] => Y [SORT] => 180 [CODE] => INVITATION_ONLY [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => C [MULTIPLE] => N [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [VALUE_ENUM_ID] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Вход по индивидуальным приглашениям [~DEFAULT_VALUE] => ) [PREMIUM_ONLY] => Array ( [ID] => 233 [TIMESTAMP_X] => 2017-12-22 18:34:07 [IBLOCK_ID] => 18 [NAME] => Вход с бэйджами категории «ПРЕМИУМ» [ACTIVE] => Y [SORT] => 190 [CODE] => PREMIUM_ONLY [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => C [MULTIPLE] => N [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [VALUE_ENUM_ID] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Вход с бэйджами категории «ПРЕМИУМ» [~DEFAULT_VALUE] => ) [KEYNOTE_FILE] => Array ( [ID] => 239 [TIMESTAMP_X] => 2019-01-14 21:47:41 [IBLOCK_ID] => 18 [NAME] => Доклад [ACTIVE] => Y [SORT] => 200 [CODE] => KEYNOTE_FILE [DEFAULT_VALUE] => [PROPERTY_TYPE] => F [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => [FILE_TYPE] => pdf [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => Y [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Доклад [~DEFAULT_VALUE] => ) [OPENINGS] => Array ( [ID] => 241 [TIMESTAMP_X] => 2018-01-05 18:10:45 [IBLOCK_ID] => 18 [NAME] => Открытие [ACTIVE] => Y [SORT] => 500 [CODE] => OPENINGS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 17 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => [VALUE] => [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => [~DESCRIPTION] => [~NAME] => Открытие [~DEFAULT_VALUE] => ) [KEYNOTE] => ) [DISPLAY_PROPERTIES] => Array ( [QUESTIONS] => Array ( [ID] => 50 [TIMESTAMP_X] => 2017-12-20 14:14:00 [IBLOCK_ID] => 18 [NAME] => Вопросы для обсуждения [ACTIVE] => Y [SORT] => 10 [CODE] => QUESTIONS [DEFAULT_VALUE] => Array ( [TYPE] => HTML [TEXT] => ) [PROPERTY_TYPE] => S [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => N [XML_ID] => 12 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => Y [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => HTML [USER_TYPE_SETTINGS] => Array ( [height] => 200 ) [HINT] => [PROPERTY_VALUE_ID] => 74891 [VALUE] => Array ( [TEXT] => <ul class="style-prog-list"> <li>Demand in data for spatial development management</li> <li> Level of Russian and world knowledge of the laws of spatial development</li> <li> Ability to integrate various sources of enterprise data</li> <li> Experience of foreign economic and geographical research on microdata</li> <li> Prospects for improving the methodology for collecting and disseminating enterprise statistics</li> </ul> [TYPE] => HTML ) [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Array ( [TEXT] =>
  • Demand in data for spatial development management
  • Level of Russian and world knowledge of the laws of spatial development
  • Ability to integrate various sources of enterprise data
  • Experience of foreign economic and geographical research on microdata
  • Prospects for improving the methodology for collecting and disseminating enterprise statistics
[TYPE] => HTML ) [~DESCRIPTION] => [~NAME] => Вопросы для обсуждения [~DEFAULT_VALUE] => Array ( [TYPE] => HTML [TEXT] => ) [DISPLAY_VALUE] =>
  • Demand in data for spatial development management
  • Level of Russian and world knowledge of the laws of spatial development
  • Ability to integrate various sources of enterprise data
  • Experience of foreign economic and geographical research on microdata
  • Prospects for improving the methodology for collecting and disseminating enterprise statistics
) [LOCATION] => Array ( [ID] => 54 [TIMESTAMP_X] => 2017-12-20 14:14:00 [IBLOCK_ID] => 18 [NAME] => Место проведения мероприятия [ACTIVE] => Y [SORT] => 30 [CODE] => LOCATION [DEFAULT_VALUE] => [PROPERTY_TYPE] => S [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => N [XML_ID] => 19 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 0 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => 74894 [VALUE] => Building 5, Floor 2, Room 213 [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Building 5, Floor 2, Room 213 [~DESCRIPTION] => [~NAME] => Место проведения мероприятия [~DEFAULT_VALUE] => [DISPLAY_VALUE] => Building 5, Floor 2, Room 213 ) [MODERATORS] => Array ( [ID] => 52 [TIMESTAMP_X] => 2017-12-20 14:15:56 [IBLOCK_ID] => 18 [NAME] => Модераторы [ACTIVE] => Y [SORT] => 40 [CODE] => MODERATORS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 14 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 17 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => Array ( [0] => 74893 ) [VALUE] => Array ( [0] => 1907 ) [DESCRIPTION] => Array ( [0] => ) [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Array ( [0] => 1907 ) [~DESCRIPTION] => Array ( [0] => ) [~NAME] => Модераторы [~DEFAULT_VALUE] => [DISPLAY_VALUE] => Georgy Idrisov [LINK_ELEMENT_VALUE] => Array ( [1907] => Array ( [ID] => 1907 [~ID] => 1907 [IBLOCK_ID] => 17 [~IBLOCK_ID] => 17 [NAME] => Georgy Idrisov [~NAME] => Georgy Idrisov [DETAIL_PAGE_URL] => /experts/georgy-idrisov/ [~DETAIL_PAGE_URL] => /experts/georgy-idrisov/ [PREVIEW_PICTURE] => 37006 [~PREVIEW_PICTURE] => 37006 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 [~SORT] => 500 [LANG_DIR] => / [~LANG_DIR] => / [CODE] => georgy-idrisov [~CODE] => georgy-idrisov [EXTERNAL_ID] => 1907 [~EXTERNAL_ID] => 1907 [IBLOCK_SECTION_ID] => 168 [~IBLOCK_SECTION_ID] => 168 [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [IBLOCK_CODE] => experts [~IBLOCK_CODE] => experts [IBLOCK_EXTERNAL_ID] => 800 [~IBLOCK_EXTERNAL_ID] => 800 [LID] => en [~LID] => en ) ) ) [MEMBERS] => Array ( [ID] => 69 [TIMESTAMP_X] => 2017-12-20 14:18:19 [IBLOCK_ID] => 18 [NAME] => Участники [ACTIVE] => Y [SORT] => 70 [CODE] => MEMBERS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 17 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => Array ( [0] => 83705 [1] => 83706 [2] => 83707 [3] => 83708 [4] => 83710 [5] => 94872 ) [VALUE] => Array ( [0] => 1199 [1] => 15995 [2] => 15987 [3] => 15099 [4] => 15992 [5] => 16497 ) [DESCRIPTION] => Array ( [0] => [1] => [2] => [3] => [4] => [5] => ) [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Array ( [0] => 1199 [1] => 15995 [2] => 15987 [3] => 15099 [4] => 15992 [5] => 16497 ) [~DESCRIPTION] => Array ( [0] => [1] => [2] => [3] => [4] => [5] => ) [~NAME] => Участники [~DEFAULT_VALUE] => [DISPLAY_VALUE] => Array ( [0] => Natalia Zubarevich [1] => Alexey Elin [2] => Elena Shustova [3] => Natalia Trunova [4] => Dmitry Zemlyansky [5] => Pavel Chistyakov ) [LINK_ELEMENT_VALUE] => Array ( [1199] => Array ( [ID] => 1199 [~ID] => 1199 [IBLOCK_ID] => 17 [~IBLOCK_ID] => 17 [NAME] => Natalia Zubarevich [~NAME] => Natalia Zubarevich [DETAIL_PAGE_URL] => /experts/nataliya-zubarevich/ [~DETAIL_PAGE_URL] => /experts/nataliya-zubarevich/ [PREVIEW_PICTURE] => 37011 [~PREVIEW_PICTURE] => 37011 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 [~SORT] => 500 [LANG_DIR] => / [~LANG_DIR] => / [CODE] => nataliya-zubarevich [~CODE] => nataliya-zubarevich [EXTERNAL_ID] => 1199 [~EXTERNAL_ID] => 1199 [IBLOCK_SECTION_ID] => 168 [~IBLOCK_SECTION_ID] => 168 [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [IBLOCK_CODE] => experts [~IBLOCK_CODE] => experts [IBLOCK_EXTERNAL_ID] => 800 [~IBLOCK_EXTERNAL_ID] => 800 [LID] => en [~LID] => en ) [15995] => Array ( [ID] => 15995 [~ID] => 15995 [IBLOCK_ID] => 17 [~IBLOCK_ID] => 17 [NAME] => Alexey Elin [~NAME] => Alexey Elin [DETAIL_PAGE_URL] => /experts/alexey-elin/ [~DETAIL_PAGE_URL] => /experts/alexey-elin/ [PREVIEW_PICTURE] => 37196 [~PREVIEW_PICTURE] => 37196 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 [~SORT] => 500 [LANG_DIR] => / [~LANG_DIR] => / [CODE] => alexey-elin [~CODE] => alexey-elin [EXTERNAL_ID] => 15995 [~EXTERNAL_ID] => 15995 [IBLOCK_SECTION_ID] => 248 [~IBLOCK_SECTION_ID] => 248 [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [IBLOCK_CODE] => experts [~IBLOCK_CODE] => experts [IBLOCK_EXTERNAL_ID] => 800 [~IBLOCK_EXTERNAL_ID] => 800 [LID] => en [~LID] => en ) [15987] => Array ( [ID] => 15987 [~ID] => 15987 [IBLOCK_ID] => 17 [~IBLOCK_ID] => 17 [NAME] => Elena Shustova [~NAME] => Elena Shustova [DETAIL_PAGE_URL] => /experts/elena-shustova/ [~DETAIL_PAGE_URL] => /experts/elena-shustova/ [PREVIEW_PICTURE] => 37197 [~PREVIEW_PICTURE] => 37197 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 [~SORT] => 500 [LANG_DIR] => / [~LANG_DIR] => / [CODE] => elena-shustova [~CODE] => elena-shustova [EXTERNAL_ID] => 15987 [~EXTERNAL_ID] => 15987 [IBLOCK_SECTION_ID] => 248 [~IBLOCK_SECTION_ID] => 248 [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [IBLOCK_CODE] => experts [~IBLOCK_CODE] => experts [IBLOCK_EXTERNAL_ID] => 800 [~IBLOCK_EXTERNAL_ID] => 800 [LID] => en [~LID] => en ) [15099] => Array ( [ID] => 15099 [~ID] => 15099 [IBLOCK_ID] => 17 [~IBLOCK_ID] => 17 [NAME] => Natalia Trunova [~NAME] => Natalia Trunova [DETAIL_PAGE_URL] => /experts/natalia-trunova/ [~DETAIL_PAGE_URL] => /experts/natalia-trunova/ [PREVIEW_PICTURE] => 37051 [~PREVIEW_PICTURE] => 37051 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 [~SORT] => 500 [LANG_DIR] => / [~LANG_DIR] => / [CODE] => natalia-trunova [~CODE] => natalia-trunova [EXTERNAL_ID] => 15099 [~EXTERNAL_ID] => 15099 [IBLOCK_SECTION_ID] => 248 [~IBLOCK_SECTION_ID] => 248 [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [IBLOCK_CODE] => experts [~IBLOCK_CODE] => experts [IBLOCK_EXTERNAL_ID] => 800 [~IBLOCK_EXTERNAL_ID] => 800 [LID] => en [~LID] => en ) [15992] => Array ( [ID] => 15992 [~ID] => 15992 [IBLOCK_ID] => 17 [~IBLOCK_ID] => 17 [NAME] => Dmitry Zemlyansky [~NAME] => Dmitry Zemlyansky [DETAIL_PAGE_URL] => /experts/dmitry-zemlyansky/ [~DETAIL_PAGE_URL] => /experts/dmitry-zemlyansky/ [PREVIEW_PICTURE] => 37199 [~PREVIEW_PICTURE] => 37199 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 [~SORT] => 500 [LANG_DIR] => / [~LANG_DIR] => / [CODE] => dmitry-zemlyansky [~CODE] => dmitry-zemlyansky [EXTERNAL_ID] => 15992 [~EXTERNAL_ID] => 15992 [IBLOCK_SECTION_ID] => 248 [~IBLOCK_SECTION_ID] => 248 [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [IBLOCK_CODE] => experts [~IBLOCK_CODE] => experts [IBLOCK_EXTERNAL_ID] => 800 [~IBLOCK_EXTERNAL_ID] => 800 [LID] => en [~LID] => en ) [16497] => Array ( [ID] => 16497 [~ID] => 16497 [IBLOCK_ID] => 17 [~IBLOCK_ID] => 17 [NAME] => Pavel Chistyakov [~NAME] => Pavel Chistyakov [DETAIL_PAGE_URL] => /experts/pavel-chistyakov/ [~DETAIL_PAGE_URL] => /experts/pavel-chistyakov/ [PREVIEW_PICTURE] => 41327 [~PREVIEW_PICTURE] => 41327 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 [~SORT] => 500 [LANG_DIR] => / [~LANG_DIR] => / [CODE] => pavel-chistyakov [~CODE] => pavel-chistyakov [EXTERNAL_ID] => 16497 [~EXTERNAL_ID] => 16497 [IBLOCK_SECTION_ID] => 248 [~IBLOCK_SECTION_ID] => 248 [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [IBLOCK_CODE] => experts [~IBLOCK_CODE] => experts [IBLOCK_EXTERNAL_ID] => 800 [~IBLOCK_EXTERNAL_ID] => 800 [LID] => en [~LID] => en ) ) ) ) [IBLOCK] => Array ( [ID] => 18 [~ID] => 18 [TIMESTAMP_X] => 01/17/2019 12:57:10 am [~TIMESTAMP_X] => 01/17/2019 12:57:10 am [IBLOCK_TYPE_ID] => content [~IBLOCK_TYPE_ID] => content [LID] => en [~LID] => en [CODE] => program [~CODE] => program [NAME] => Forum program [~NAME] => Forum program [ACTIVE] => Y [~ACTIVE] => Y [SORT] => 9000 [~SORT] => 9000 [LIST_PAGE_URL] => /program/ [~LIST_PAGE_URL] => /program/ [DETAIL_PAGE_URL] => #SITE_DIR#/program/#SECTION_CODE_PATH#/#ELEMENT_CODE#/ [~DETAIL_PAGE_URL] => #SITE_DIR#/program/#SECTION_CODE_PATH#/#ELEMENT_CODE#/ [SECTION_PAGE_URL] => #SITE_DIR#/program/#SECTION_CODE_PATH#/ [~SECTION_PAGE_URL] => #SITE_DIR#/program/#SECTION_CODE_PATH#/ [CANONICAL_PAGE_URL] => [~CANONICAL_PAGE_URL] => [PICTURE] => [~PICTURE] => [DESCRIPTION] => [~DESCRIPTION] => [DESCRIPTION_TYPE] => text [~DESCRIPTION_TYPE] => text [RSS_TTL] => 24 [~RSS_TTL] => 24 [RSS_ACTIVE] => Y [~RSS_ACTIVE] => Y [RSS_FILE_ACTIVE] => N [~RSS_FILE_ACTIVE] => N [RSS_FILE_LIMIT] => [~RSS_FILE_LIMIT] => [RSS_FILE_DAYS] => [~RSS_FILE_DAYS] => [RSS_YANDEX_ACTIVE] => N [~RSS_YANDEX_ACTIVE] => N [XML_ID] => 900 [~XML_ID] => 900 [TMP_ID] => ff47431be7a8fb6b2d1dc2d9b1b688fb [~TMP_ID] => ff47431be7a8fb6b2d1dc2d9b1b688fb [INDEX_ELEMENT] => Y [~INDEX_ELEMENT] => Y [INDEX_SECTION] => Y [~INDEX_SECTION] => Y [WORKFLOW] => N [~WORKFLOW] => N [BIZPROC] => N [~BIZPROC] => N [SECTION_CHOOSER] => L [~SECTION_CHOOSER] => L [LIST_MODE] => [~LIST_MODE] => [RIGHTS_MODE] => S [~RIGHTS_MODE] => S [SECTION_PROPERTY] => N [~SECTION_PROPERTY] => N [PROPERTY_INDEX] => N [~PROPERTY_INDEX] => N [VERSION] => 1 [~VERSION] => 1 [LAST_CONV_ELEMENT] => 0 [~LAST_CONV_ELEMENT] => 0 [SOCNET_GROUP_ID] => [~SOCNET_GROUP_ID] => [EDIT_FILE_BEFORE] => [~EDIT_FILE_BEFORE] => [EDIT_FILE_AFTER] => [~EDIT_FILE_AFTER] => [SECTIONS_NAME] => Разделы [~SECTIONS_NAME] => Разделы [SECTION_NAME] => Раздел [~SECTION_NAME] => Раздел [ELEMENTS_NAME] => Элементы [~ELEMENTS_NAME] => Элементы [ELEMENT_NAME] => Элемент [~ELEMENT_NAME] => Элемент [EXTERNAL_ID] => 900 [~EXTERNAL_ID] => 900 [LANG_DIR] => / [~LANG_DIR] => / [SERVER_NAME] => en.gaidarforum.ru [~SERVER_NAME] => en.gaidarforum.ru ) [SECTION] => Array ( [PATH] => Array ( ) ) [SECTION_URL] => [META_TAGS] => Array ( [TITLE] => RUSSIAN INDUSTRY ELECTRONIC ATLAS: MACHINE LEARNING IN ECONOMIC STATISTICS AND REGIONAL RESEARCH [ELEMENT_CHAIN] => RUSSIAN INDUSTRY ELECTRONIC ATLAS: MACHINE LEARNING IN ECONOMIC STATISTICS AND REGIONAL RESEARCH [BROWSER_TITLE] => [KEYWORDS] => [DESCRIPTION] => ) [EXPERTSTYPES] => Array ( [0] => OPENINGS [1] => SAY_HIS [2] => MODERATORS [3] => KEYREPORT_MODERATOR [4] => KEYREPORTS [5] => KEYREPORT2S [6] => SPEAKERS [7] => SPEECH [8] => PRESENTATIONS [9] => MEMBERS [10] => PARTICIPANTS [11] => MEMBERS_AND_EXPERTS [12] => DISCUSS_MEMBERS [13] => AUTHORS [14] => LECTORS ) [DATE_EVENT] => January 17, 2019 [START_TIME] => 11:30 [END_TIME] => 13:00 [TIME_EVENT] => January 17 [OGDESC] => The rapid pace of improvement of artificial intelligence technologies creates opportunities for large-scale collection of detailed statistics at the level of individual enterprises, implemented in the prototype of the electronic atlas of Russian industry developed at IORI RANEPA. The collected microeconomic and geographical data change the understanding of the patterns of development of regions and industries and determine the relevance of discussing the problems and prospects for their introduction into scientific and practical use. )