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Topic Modeling for Frame Analysis of News Media
P. 103–106.
Pashakhin S.
Media frames have been traditionally extracted via manual content and discourse analysis. Such approach has a limited ability to deal with large text collections and is prone to subjectivity both in terms of text selection and interpretation. We illustrate possibilities and limitations of topic modeling for frame detection applying this method to a collection of 50,000 news items related to the Ukrainian crisis and retrieved from a Russian and a Ukrainian TV channels websites. We conclude that although topic modeling results allow to make assumptions about how topic is framed it is still not as precise as human reading of texts.
Publication based on the results of:
Valiullina A., Maltsev A., Russian Politics 2026 Vol. 11 No. 2 P. 210–243
This study examines how discursive alignments during the 2018-2019 Russian pension reform debates correspond with subsequent legislative collaboration networks. Employing discourse-network analysis and frame analysis, we identify distinct parliamentary communities organized around interpretive frameworks rather than formal institutional boundaries. Inferential network analysis using Exponential Random Graph Models (ERGM) and Quadratic Assignment Procedure (MR-QAP) reveals that ...
Added: July 4, 2026
Zamyslova V. A., Артикульт 2026 № №1(61) С. 61–75
The article addresses the methodological problem of analyzing performance as an interdisciplinary phenomenon that blurs the boundaries between art and everyday life. The aim of the study is to develop an analytical framework based on the sociological frame theory of Erving Goffman. The research material comprises contemporary art practices examined within the paradigm of performance ...
Added: July 2, 2026
Соколова Е. Н., Grigoreva M., Знак: проблемное поле медиаобразования 2026 № 1(59) С. 92–101
The article analyzes representations of grandmothers’ and grandfathers’ images in the digital family discourse of the Russian social media segment. Based on a corpus of more than two million public posts from September 2023 to September 2024 collected via Brand Analytics, we extracted a subcorpus of 82 138 posts mentioning the older generation. The study ...
Added: June 30, 2026
Galkina D., Orekhov B., Староверова П. В., Шаги/Steps 2026 Т. 12 № 3 С. 278–312
The study explores the thematic evolution of Russian-language personal diaries throughout the 20th century, utilizing the extensive digital corpus of the "Prozhito" archive. The research employs topic modeling to process and analyze a vast collection of diary entries that would be unmanageable for detailed scrutiny using traditional close-reading methods. This methodology enables the identification of ...
Added: November 28, 2025
Khrylchenko K., Vorontsov K. V., Automation and Remote Control 2022 Vol. 83 No. 12 P. 1908–1922
Added: November 19, 2025
Iarskaia-Smirnova E. R., Prisyazhniuk D., Мониторинг общественного мнения: Экономические и социальные перемены 2025 № 3(187) С. 156–182
The article discusses the methods of framing the issue of education of migrant children in the Russian media. Using frame analysis based on the adaptation of the ap-proaches of R. Entman and W. Gamson on a continuous sample of articles in Rossiyskaya Gazeta, Izvestia and Nezavisimaya Gazeta for the period 2005–2024, еhe authors identify four ...
Added: September 2, 2025
Sikachev A., Veselova A., Управленец 2026 Vol. 17 No. 1 P. 65–83
As small and medium-sized enterprises (SMEs) strive for expansion beyond their domestic borders, the appeal of international markets is undoubtedly attractive. However, there are often numerous obstacles to this journey, which can be complex for companies without experience in international expansion. This article aims to fill the existing gap in the literature by thoroughly analyzing ...
Added: August 21, 2025
Smirnov N., Higher Education 2026 Vol. 91 No. 3 P. 993–1021
Doctoral education has undergone significant transformations over the past two decades, driven by massification, internationalization, and the diversification of training models. These shifts have led to a growing body of research on doctoral education, yet little is known about the overarching thematic and geographical trends shaping this field. This study applies computational natural language processing ...
Added: May 26, 2025
Radina N., Balakina Y. V., Bannikov K., Вестник Томского государственного университета 2025 № 510 С. 52–62
The timeliness of the presented research is justified by the significant role of the media during a crisis, since the growth of content consumption increases the ability to influence the audience in order to form certain attitudes and change behavioral patterns. In addition, despite the fact that issues of media framing as one of the ...
Added: May 8, 2025
Volkova N., Бордунос А. К., Чикер В. А. et al., Социальная психология и общество 2025 Т. 16 № 1 С. 5–27
Objective. Identify key topics presented in contemporary research on the relationship between social capital and generational differences in organizations, utilizing digital processing approaches on a dataset of scientific publications.
Background. The emergence of new technologies, labor migration, and the involvement of representatives of different generations in labor activities have highlighted the process of continuous socialization of individuals in ...
Added: May 5, 2025
Егоров В. Ю., Philippov I., Akhremenko A. S., Мониторинг общественного мнения: Экономические и социальные перемены 2025 № 1 С. 214–239
The focus of the work is related to the public perception of government practices within the framework of digitalization policy. Electronic practices of interaction with the government have long been widespread among most Russians. This is confirmed by both public opinion polls and Russia’s high positions in the world rankings of e-government development. In this ...
Added: May 1, 2025
Vozhik E., Maslinsky K., Lisiukov R., CEUR Workshop Proceedings 2024 P. 938–949
The article focuses on the systemic effects of censorship that manifest themselves in the content of published materials that successfully passed the censorship filters. We understand censorship as a special kind of collective imagination about the (in)acceptable, inherent in a particular political context and influencing the decision-making logic by different actors. The idea is that ...
Added: April 3, 2025
Gorshkov S., Ilyushin E., Chernysheva A. et al., International Journal of Open Information Technologies 2021 Vol. 9 No. 5 P. 12–17
Topic modeling is one of the most widely used methods in text analysis. It can be used to select topics as well as to find the topics distributed in each document from the corpus. In this article, we present a method for clustering communities in the social network VKontakte (the most popular Russian social network) ...
Added: December 25, 2024
Kolmogorova A., Qiuhua S., Вестник Волгоградского государственного университета. Серия 2: Языкознание 2024 Vol. 23 No. 5 P. 60–71
The article is devoted to studying verbalization specifics of various emotional states in the texts in Russian with the purpose to confirm or refute the hypothesis that texts of different emotional classes reflect the denotative situation not identically, which is reflected in thematic specifics and lexical content. The research material consisted of eight corpus texts ...
Added: November 29, 2024
Novikova A., В кн.: Человек в мире медиа: пространственно-временные и социографические характеристики.: Екатеринбург: Издательство Уральского университета, 2024. С. 48–60.
For years, journalism students have been told that journalism is fact-based, that it is all about objectivity and dispassion, rational reporting, and logic in describing cause-and-effect relationships. But emotions should be left to art or, in extreme cases, journalism, which can afford subjectivity. At the same time, the world around journalism was increasingly focused not ...
Added: May 31, 2024
Брандт Г. А., Ершов Ю. М., Ильина О. В. et al., Екатеринбург: Издательство Уральского университета, 2024.
The monograph reflects the deep academic interest in people that has emerged in media studies in recent years. This work is interdisciplinary in nature, since under one cover it brings together philosophers, cultural scientists, specialists studying the anthropology of media and visual anthropology, media communications, journalism and screen documentary. ...
Added: May 31, 2024
Zhigadlo K., Вестник Российского университета дружбы народов. Серия: Политология 2023 Т. 25 № 4 С. 879–891
There is a diversity of approaches to the use of frame analysis in political studies of social movements. In this study, the concept of framing is considered as an analytical tool for considering the processes associated with civic activism of social movements’ representatives and their subjective coverage of these processes within the framework of positioning ...
Added: March 27, 2024
Dushakova I., Les Cahiers Protagoras, France 2023 No. 10 P. 101–122
The геlаtiоnshiр bеtwееп the media and the геsults of рubliс opinion роlls аге histогiсаllу and mеthоdоlоgiсаllу оvегlаррing and mutuаI|у аffесtеd. Тhus, роlling соmраniеs, as G. Gаlluр and S. F. Rае state, use media agenda as а sоuгсе fог insights fог геgulаг роlls (Gаlluр, Rae 1968: 92-95). While the mеdiа, as I show in this рарег, use the геsults of ...
Added: February 17, 2024
Sergei Koltcov, Surkov A., Filippov V. et al., PeerJ Computer Science 2024 Vol. 10 P. 41
Topic modeling is a widely used instrument for the analysis of large text collections.
In the last few years, neural topic models and models with word embeddings have
been proposed to increase the quality of topic solutions. However, these models
were not extensively tested in terms of stability and interpretability. Moreover, the
question of selecting the number of topics ...
Added: February 16, 2024
Zhuchkova S., Бойченко А. Е., Smirnov N., Журнал социологии и социальной антропологии 2024 Т. 27 № 1 С. 103–138
In public and academic debate, rap is often presented as one of the most aggressive music genres, depicting violence and cruelty in various ways. One of the reasons for that is rap’s social background. It emerged in the criminal area of New York first created by the deprived Black population. Using the notion of hegemonic ...
Added: February 11, 2024