Электронный атлас российской промышленности: машинное обучение для экономической статистики и региональных исследований

17 января 2019, 11:30 – 13:00, Корпус 5, 2 этаж, Аудитория 213

В России происходят сдвиги в географическом размещении экономической активности, исследование которых важно для выработки государственной политики и прогнозирования экономического роста. Исследовательская повестка порождает все возрастающие потребности в данных. Быстрые темпы совершенствования технологий искусственного интеллекта создают возможности крупномасштабного сбора детализированной статистики на уровне отдельных предприятий, реализованного в разработанном в РАНХиГС прототипе электронного атласа российской промышленности. Собираемые микроэкономические и географические данные уточняют представление о закономерностях развития регионов и отраслей и открывают перспективы новых исследований.

Вопросы для обсуждения

  • Каковы особенности пространственной организации экономики Российской Федерации по сравнению с другими странами и как она трансформируется?
  • Почему происходит эта трансформация?
  • Каких данных для изучения и управления пространственным развитием нам не хватает?
  • Какие возможности накопления и интеграции данных об экономической активности открывают технологии машинного обучения?
  • Какие прогнозы на будущее мы можем сделать?

Модератор

  • Георгий Идрисов
    Георгий Идрисов

    проректор РАНХиГС, директор Института отраслевых рынков и инфраструктуры

Ключевые доклады

  • Татьяна Михайлова
    Татьяна Михайлова

    старший научный сотрудник лаборатории инфраструктурных и пространственных исследований РАНХиГС

  • Алексей Рей
    Алексей Рей

    заведующий лабораторией анализа данных и отраслевой динамики РАНХиГС

Эксперты

  • Алексей Елин
    Алексей Елин

    временно исполняющий обязанности директора Департамента планирования территориального развития Министерства экономического развития Российской Федерации

  • Елена Шустова
    Елена Шустова

    начальник Управления статистики предприятий Федеральной службы государственной статистики

  • Наталья Трунова
    Наталья Трунова

    вице-президент Центра стратегических разработок

  • Дмитрий Землянский
    Дмитрий Землянский

    председатель Совета по изучению производительных сил Всероссийской академии внешней торговли

  • Наталья Зубаревич
    Наталья Зубаревич

    профессор МГУ им. М. В. Ломоносова, главный научный сотрудник РАНХиГС

  • Павел Чистяков
    Павел Чистяков

    вице-президент Центра экономики инфраструктуры

Доклады

Пространственная организация как фактор экономического роста

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В России происходят сдвиги в географическом размещении экономической активности, исследование которых важно для выработки государственной политики и прогнозирования экономического роста. Исследовательская повестка порождает все возрастающие потребности в данных. Быстрые темпы совершенствования технологий искусственного интеллекта создают возможности крупномасштабного сбора детализированной статистики на уровне отдельных предприятий, реализованного в разработанном в РАНХиГС прототипе электронного атласа российской промышленности. Собираемые микроэкономические и географические данные уточняют представление о закономерностях развития регионов и отраслей и открывают перспективы новых исследований.

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В России происходят сдвиги в географическом размещении экономической активности, исследование которых важно для выработки государственной политики и прогнозирования экономического роста. Исследовательская повестка порождает все возрастающие потребности в данных. Быстрые темпы совершенствования технологий искусственного интеллекта создают возможности крупномасштабного сбора детализированной статистики на уровне отдельных предприятий, реализованного в разработанном в РАНХиГС прототипе электронного атласа российской промышленности. Собираемые микроэкономические и географические данные уточняют представление о закономерностях развития регионов и отраслей и открывают перспективы новых исследований.

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  • Каких данных для изучения и управления пространственным развитием нам не хватает?
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  • Какие прогнозы на будущее мы можем сделать?
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[FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 8 [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] => Приветствие [~DEFAULT_VALUE] => ) [SPEECH] => Array ( [ID] => 77 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Выступления [ACTIVE] => Y [SORT] => 100 [CODE] => SPEECH [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 77 [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] => [~DESCRIPTION] => [~NAME] => Выступления [~DEFAULT_VALUE] => ) [DISCUSS_MEMBERS] => Array ( [ID] => 219 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Участники дискуссии [ACTIVE] => Y [SORT] => 101 [CODE] => DISCUSS_MEMBERS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 219 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 8 [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] => Участники дискуссии [~DEFAULT_VALUE] => ) [AUTHORS] => Array ( [ID] => 220 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Авторы [ACTIVE] => Y [SORT] => 102 [CODE] => AUTHORS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 220 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 8 [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] => Авторы [~DEFAULT_VALUE] => ) [LECTORS] => Array ( [ID] => 221 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Лекторы [ACTIVE] => Y [SORT] => 103 [CODE] => LECTORS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 221 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 8 [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] => Лекторы [~DEFAULT_VALUE] => ) [PRESENTATIONS] => Array ( [ID] => 217 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Презентация [ACTIVE] => Y [SORT] => 104 [CODE] => PRESENTATIONS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 217 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 8 [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] => Презентация [~DEFAULT_VALUE] => ) [SPEAKERS] => Array ( [ID] => 231 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Спикеры [ACTIVE] => Y [SORT] => 105 [CODE] => SPEAKERS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 231 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 8 [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] => Спикеры [~DEFAULT_VALUE] => ) [OPENINGS] => Array ( [ID] => 240 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Открытие [ACTIVE] => Y [SORT] => 106 [CODE] => OPENINGS [DEFAULT_VALUE] => [PROPERTY_TYPE] => E [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 240 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 8 [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] => ) [SUBTITLE] => Array ( [ID] => 75 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Подзаголовок [ACTIVE] => Y [SORT] => 110 [CODE] => SUBTITLE [DEFAULT_VALUE] => [PROPERTY_TYPE] => S [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => N [XML_ID] => 75 [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] => [~DESCRIPTION] => [~NAME] => Подзаголовок [~DEFAULT_VALUE] => ) [MSP_REPRESENTATIVES] => Array ( [ID] => 76 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Представители МСП [ACTIVE] => Y [SORT] => 120 [CODE] => MSP_REPRESENTATIVES [DEFAULT_VALUE] => Array ( [TYPE] => HTML [TEXT] => ) [PROPERTY_TYPE] => S [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => N [XML_ID] => 76 [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 ( [TYPE] => HTML [TEXT] => ) ) [MEDIA_LINK] => Array ( [ID] => 118 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [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] => 118 [FILE_TYPE] => [MULTIPLE_CNT] => 5 [TMP_ID] => [LINK_IBLOCK_ID] => 29 [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] => 128 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [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] => 128 [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] => 95762 [VALUE] => Да [DESCRIPTION] => [VALUE_ENUM] => Да [VALUE_XML_ID] => 82585f2fc76231ff8c5a3de635aaa8f0 [VALUE_SORT] => 500 [VALUE_ENUM_ID] => 36 [~VALUE] => Да [~DESCRIPTION] => [~NAME] => Календарь [~DEFAULT_VALUE] => ) [EVENT_INFO] => Array ( [ID] => 129 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [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] => 129 [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] => 130 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [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] => 130 [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] => 222 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Рабочие языки [ACTIVE] => Y [SORT] => 170 [CODE] => LANGUAGES [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 222 [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] => 95763 ) [VALUE] => Array ( [0] => русский ) [DESCRIPTION] => Array ( [0] => ) [VALUE_ENUM] => Array ( [0] => русский ) [VALUE_XML_ID] => Array ( [0] => 1 ) [VALUE_SORT] => Array ( [0] => 10 ) [VALUE_ENUM_ID] => Array ( [0] => 50 ) [~VALUE] => Array ( [0] => русский ) [~DESCRIPTION] => Array ( [0] => ) [~NAME] => Рабочие языки [~DEFAULT_VALUE] => ) [INVITATION_ONLY] => Array ( [ID] => 223 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [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] => 223 [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] => 232 [TIMESTAMP_X] => 2018-12-13 12:17:20 [IBLOCK_ID] => 9 [NAME] => Вход с бэйджами категории «ПРЕМИУМ» [ACTIVE] => Y [SORT] => 500 [CODE] => PREMIUM_ONLY [DEFAULT_VALUE] => [PROPERTY_TYPE] => L [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => C [MULTIPLE] => N [XML_ID] => 232 [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] => 234 [TIMESTAMP_X] => 2019-01-14 21:27:15 [IBLOCK_ID] => 9 [NAME] => Доклад [ACTIVE] => Y [SORT] => 500 [CODE] => KEYNOTE_FILE [DEFAULT_VALUE] => [PROPERTY_TYPE] => F [ROW_COUNT] => 1 [COL_COUNT] => 30 [LIST_TYPE] => L [MULTIPLE] => Y [XML_ID] => 234 [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] => Array ( [0] => 95558 ) [VALUE] => Array ( [0] => 40936 ) [DESCRIPTION] => Array ( [0] => Пространственная организация как фактор экономического роста ) [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Array ( [0] => 40936 ) [~DESCRIPTION] => Array ( [0] => Пространственная организация как фактор экономического роста ) [~NAME] => Доклад [~DEFAULT_VALUE] => ) ) [DISPLAY_PROPERTIES] => Array ( [QUESTIONS] => Array ( [ID] => 12 [TIMESTAMP_X] => 2017-12-18 10:54:36 [IBLOCK_ID] => 9 [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] => 73968 [VALUE] => Array ( [TEXT] => <ul class="style-prog-list"> <li>Каковы особенности пространственной организации экономики Российской Федерации по сравнению с другими странами и как она трансформируется?</li> <li> Почему происходит эта трансформация?</li> <li> Каких данных для изучения и управления пространственным развитием нам не хватает?</li> <li> Какие возможности накопления и интеграции данных об экономической активности открывают технологии машинного обучения?</li> <li> Какие прогнозы на будущее мы можем сделать?</li> </ul> [TYPE] => HTML ) [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Array ( [TEXT] =>
  • Каковы особенности пространственной организации экономики Российской Федерации по сравнению с другими странами и как она трансформируется?
  • Почему происходит эта трансформация?
  • Каких данных для изучения и управления пространственным развитием нам не хватает?
  • Какие возможности накопления и интеграции данных об экономической активности открывают технологии машинного обучения?
  • Какие прогнозы на будущее мы можем сделать?
[TYPE] => HTML ) [~DESCRIPTION] => [~NAME] => Вопросы для обсуждения [~DEFAULT_VALUE] => Array ( [TYPE] => HTML [TEXT] => ) [DISPLAY_VALUE] =>
  • Каковы особенности пространственной организации экономики Российской Федерации по сравнению с другими странами и как она трансформируется?
  • Почему происходит эта трансформация?
  • Каких данных для изучения и управления пространственным развитием нам не хватает?
  • Какие возможности накопления и интеграции данных об экономической активности открывают технологии машинного обучения?
  • Какие прогнозы на будущее мы можем сделать?
) [LOCATION] => Array ( [ID] => 19 [TIMESTAMP_X] => 2017-12-18 10:54:36 [IBLOCK_ID] => 9 [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] => 73971 [VALUE] => Корпус 5, 2 этаж, Аудитория 213 [DESCRIPTION] => [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Корпус 5, 2 этаж, Аудитория 213 [~DESCRIPTION] => [~NAME] => Место проведения мероприятия [~DEFAULT_VALUE] => [DISPLAY_VALUE] => Корпус 5, 2 этаж, Аудитория 213 ) [MODERATORS] => Array ( [ID] => 14 [TIMESTAMP_X] => 2017-12-18 13:54:45 [IBLOCK_ID] => 9 [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] => 8 [WITH_DESCRIPTION] => N [SEARCHABLE] => N [FILTRABLE] => N [IS_REQUIRED] => N [VERSION] => 1 [USER_TYPE] => [USER_TYPE_SETTINGS] => [HINT] => [PROPERTY_VALUE_ID] => Array ( [0] => 73970 ) [VALUE] => Array ( [0] => 1054 ) [DESCRIPTION] => Array ( [0] => ) [VALUE_ENUM] => [VALUE_XML_ID] => [VALUE_SORT] => [~VALUE] => Array ( [0] => 1054 ) [~DESCRIPTION] => Array ( [0] => ) [~NAME] => Модераторы [~DEFAULT_VALUE] => [DISPLAY_VALUE] => Георгий Идрисов [LINK_ELEMENT_VALUE] => Array ( [1054] => Array ( [ID] => 1054 [~ID] => 1054 [IBLOCK_ID] => 8 [~IBLOCK_ID] => 8 [NAME] => Георгий Идрисов [~NAME] => Георгий Идрисов [DETAIL_PAGE_URL] => /experts/georgij-idrisov/ [~DETAIL_PAGE_URL] => /experts/georgij-idrisov/ [PREVIEW_PICTURE] => 36823 [~PREVIEW_PICTURE] => 36823 [DETAIL_PICTURE] => [~DETAIL_PICTURE] => [SORT] => 500 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промышленности: машинное обучение для экономической статистики и региональных исследований [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] => 17 января 2019 [START_TIME] => 11:30 [END_TIME] => 13:00 [TIME_EVENT] => 17 января [OGDESC] =>

В России происходят сдвиги в географическом размещении экономической активности, исследование которых важно для выработки государственной политики и прогнозирования экономического роста. Исследовательская повестка порождает все возрастающие потребности в данных. Быстрые темпы совершенствования технологий искусственного интеллекта создают возможности крупномасштабного сбора детализированной статистики на уровне отдельных предприятий, реализованного в разработанном в РАНХиГС прототипе электронного атласа российской промышленности. Собираемые микроэкономические и географические данные уточняют представление о закономерностях развития регионов и отраслей и открывают перспективы новых исследований.

)