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oapen-20.500.12657-749152023-08-03T17:59:38Z Chapter Topic modeling for analysing the Russian propaganda in the conflict with Ukraine Grassia, Maria Gabriella Marino, Marina Mazza, Rocco Misuraca, Michelangelo stavolo, agostino topic modeling russian propaganda non-negative matrix factorization bic Book Industry Communication::J Society & social sciences The conflict between Ukraine and Russia is changing Europe, which is facing a crisis destined to reshape the internal and external relations of the continent, shifting international balances. In this contribution, we show preliminary results on the monitoring of Russian propaganda. In fact, we analysed the content of online newspapers (Strategic Culture Foundation, Global research, News Front, South Front, Katehon, Geopolitics) used as propaganda tools of the Russian government. The newspapers create and amplify the narrative of the conflict, transmitting information filtered by the Kremlin to advance Putin's propaganda about the war. The objective of the work, therefore, is to understand what were the main themes that the Russian media used to motivate the conflict in Ukraine. Specifically, the proposed analysis runs from March 2021, when the Russian military began moving weapons and equipment into Crimea, to the end of March 2022, the day of the first negotiations in Istanbul. In this regard, we used topic modeling techniques to analyse textual content that uncovers the latent thematic structure in document collections to identify emerging topics. 2023-08-03T15:06:42Z 2023-08-03T15:06:42Z 2023 chapter ONIX_20230803_9791221501063_111 2704-5846 9791221501063 https://library.oapen.org/handle/20.500.12657/74915 eng Proceedings e report application/pdf Attribution 4.0 International 9791221501063-43.pdf https://books.fupress.com/doi/capitoli/979-12-215-0106-3_43 Firenze University Press, Genova University Press ASA 2022 Data-Driven Decision Making 10.36253/979-12-215-0106-3.43 10.36253/979-12-215-0106-3.43 9223d3ac-6fd2-44c9-bb99-5b98ca9d2fad 863aa499-dbee-4191-9a14-3b5d5ef9e635 9791221501063 134 6 Florence open access
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OAPEN
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DSpace
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English
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The conflict between Ukraine and Russia is changing Europe, which is facing a crisis destined to reshape the internal and external relations of the continent, shifting international balances. In this contribution, we show preliminary results on the monitoring of Russian propaganda. In fact, we analysed the content of online newspapers (Strategic Culture Foundation, Global research, News Front, South Front, Katehon, Geopolitics) used as propaganda tools of the Russian government. The newspapers create and amplify the narrative of the conflict, transmitting information filtered by the Kremlin to advance Putin's propaganda about the war. The objective of the work, therefore, is to understand what were the main themes that the Russian media used to motivate the conflict in Ukraine. Specifically, the proposed analysis runs from March 2021, when the Russian military began moving weapons and equipment into Crimea, to the end of March 2022, the day of the first negotiations in Istanbul. In this regard, we used topic modeling techniques to analyse textual content that uncovers the latent thematic structure in document collections to identify emerging topics.
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9791221501063-43.pdf
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9791221501063-43.pdf
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9791221501063-43.pdf
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9791221501063-43.pdf
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Firenze University Press, Genova University Press
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2023
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https://books.fupress.com/doi/capitoli/979-12-215-0106-3_43
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1799945223012352000
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