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Filter Bubble

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lightbulbAbout this topic
A filter bubble is a state of intellectual isolation that occurs when algorithms selectively guess what information a user would like to see based on their previous online behavior, thereby limiting exposure to diverse viewpoints and reinforcing existing beliefs.
lightbulbAbout this topic
A filter bubble is a state of intellectual isolation that occurs when algorithms selectively guess what information a user would like to see based on their previous online behavior, thereby limiting exposure to diverse viewpoints and reinforcing existing beliefs.

Key research themes

1. How do online platforms and personalization algorithms create and burst filter bubbles in digital information consumption?

This research area investigates how personalization algorithms on platforms like YouTube influence users' exposure to information, potentially creating filter bubbles that limit the diversity of viewpoints and foster misinformation or ideological echo chambers. It further explores methods and user behaviors that could burst or mitigate these filter bubbles, improving exposure to diverse and credible content.

Key finding: This study employed sock puppet audits to demonstrate that users immersed in misinformation-promoting content are rapidly enveloped in filter bubbles on YouTube; however, switching to misinformation-debunking content leads to... Read more
Key finding: The paper identifies that while many digital tools aim to combat filter bubbles by promoting diversity, most implementations prioritize norms tied to a limited set of democratic models, overlooking important dimensions such... Read more
Key finding: This research demonstrates how urban interfaces, such as pervasive digital displays, can serve as civic media that counteract online filter bubbles by exposing users to a broader sociocultural diversity, fostering... Read more

2. What computational and algorithmic approaches effectively mitigate filter bubbles without compromising content relevance in recommender systems?

This theme focuses on computational methods designed to diversify recommendation outcomes by targeting specific topical or ideological dimensions—like political polarization—while maintaining relevance and efficiency. It contrasts classical reranking methods such as Maximal Marginal Relevance (MMR) with novel approaches integrating concept activation vectors and latent representation modulation to overcome traditional trade-offs between diversity and relevance.

Key finding: Proposes a targeted diversification methodology (TD-VAE-CF) that leverages Concept Activation Vectors in a Variational Autoencoder-based collaborative filtering framework to selectively diversify recommendations along... Read more

3. How do filter bubbles and algorithmic personalizations impact human cognition and social communication in digital contexts?

Research under this theme examines psychological, communicative, and pedagogical effects of filter bubbles and algorithm-driven personalized media consumption. It integrates applied linguistics, media studies, and psychology to analyze how filter bubbles shape discourse patterns, public engagement, and critical thinking, especially in contexts of digital activism, fake news consumption, and education.

Key finding: This study reveals that multimodal digital protest materials created by students are shaped by filter bubbles that influence both online discourse and offline activism. It shows that recognizing filter bubbles in educational... Read more
Key finding: Through in-depth interviews with Indian digital immigrants, the study finds that selective exposure and confirmation bias, reinforced by filter bubbles, are primary reasons for fake news consumption. It suggests targeted... Read more

All papers in Filter Bubble

Manuel Castells a "tömeges önkommunikációt" a digitális hálózatok által lehetővé tett új kommunikációs formaként határozza meg. Ez "tömeges" abban az értelemben, hogy bármely egyén üzenete potenciálisan elérheti a globális közönséget, és... more
Az információs hadviselés eszközei lehetővé teszik politikai célok elérését anélkül, hogy katonai erőt alkalmaznának, kontrollált káoszt indukálva. Geraszimov hangsúlyozza egy nemzet gazdasági és katonai hatalmának aláásását pszichológiai... more
아래는 이전에 작성한 Abstract(초록) 영문 버전입니다: Abstract This study empirically investigates how YouTube’s recommendation algorithm shapes filter bubbles and media bias according to users’ topics of interest. Three experimental accounts, focused on... more
Lo studio dello storico Piero Bevilacqua (La Guerra mondiale a pezzi e la disfatta dell'Unione europea, Castelvecchi, 2025), si inserisce tra le molte e autorevoli pubblicazioni che in questi ultimi due anni hanno voluto sottoporre a... more
Hopes for a new abundance of diverse media content have long been tied to the rise of the Internet. Ensuring diversity remains a fundamental objective of media policy. However, media policy is still largely focused on public service... more
The concept of Serendipity, i. e. a useful discovery emerging out of chance encounters, has been increasingly discussed with the rise of personalized search and social media. Little is known, however, about what generates Serendipity,... more
Media massa telah menjadi bagian yang tidak dapat dipisahkan dari kehidupan manusia modern saat ini. Perkembangan teknologi komunikasi yang sangat pesat, telah mengubah cara manusia menerima informasi, berinteraksi, dan membentuk... more
This work is the result of my own investigations, except where otherwise stated. Where *correction services have been used, the extent and nature of the correction is clearly marked in a footnote(s). Other sources are acknowledged (e.g.... more
本研究は、インターネット動画配信サービスにおけるフィルターバブル現象の社会的功罪について、PlantUML C4モデルを用いて構造的に分析する。 レコメンドシステムの普及により、ユーザーは自身の関心に特化した情報にのみ接触する傾向が強まっており、これが社会に与える正負の影響を体系的に検証した。 C4モデルによる階層的分析により、システムレベルからコンテキストレベルまでの包括的な理解を可能にし、フィルターバブルの構造的課題と利点を明らかにした。 キーワード... more
Komunikasi massa merupakan salah satu bentuk komunikasi yang berperan penting dalam penyampaian informasi secara luas melalui media, baik cetak, elektronik, maupun digital. Penelitian ini bertujuan untuk mengkaji secara teoritis definisi... more
Komunikasi massa adalah proses penyampaian pesan yang dilakukan melalui media seperti televisi, radio, surat kabar, hingga media digital seperti internet dan media sosial. Kemajuan teknologi informasi yang pesat telah menjadikan... more
Komunikasi massa merupakan salah satu bentuk komunikasi yang berperan penting dalam penyampaian informasi secara luas melalui media, baik cetak, elektronik, maupun digital. Penelitian ini bertujuan untuk mengkaji secara teoritis definisi... more
Penelitian ini mengkaji peran krusial komunikasi massa dalam pembentukan opini publik di era digital yang dinamis. Dalam lanskap informasi yang masif dan terus berkembang ini, media, baik tradisional maupun digital, telah berevolusi... more
تحلل الدراسة مستوى العلاقة الارتباطية بين غرف الصدى وفقاعات الفلترة وتنامي خطاب الكراهية بين مستخدمي شبكات التواصل الاجتماعي في محافظة حضرموت باليمن. واعتمدت الدراسة المنهج الوصفي في مقاربة أبعاد المشكلة البحثية كميا وكيفيا استنادا... more
Esta obra está licenciada sob uma licença Creative Commons Attribution 4.0 International (CC BY-NC-SA 4.0).
Bangladeshi media played a pivotal role during the 1971 Liberation War, framing India as a liberator and Pakistan as an oppressor. However, during the 2025 India-Pakistan war, a surprising trend emerged: segments of Bangladeshi media... more
As human communication shifts toward multimodal formats, the way individuals engage with social issues is evolving. This paper explores the intersection of multimodal communication, social networks filter bubbles, and student-led protest... more
L’ingérence numérique étrangère est une notion quelques peu obscure mais qui, néanmoins, demeure cruciale dans la mesure où elle exerce un impact notoire à l’égard de notre démocratie. Il s’agit des ingérences à des fins de manipulation... more
Compliance gewinnt aufgrund von steigenden Wirtschaftsstraftaten zunehmend an Bedeutung.Dennoch zeigt die Studie des Aalener Instituts für Unternehmensführung (AAUF), dass Compliance ein Thema ist, welches nicht ausreichend in den... more
The article is devoted to the study of the technique of “reaction stimulation” used to collect the so-called active digital footprints of Ukrainian users on social media. The harmful consequence of this is the “singling out” of user... more
In the digital age, the growing practice of shadow banning and opaque censorship has raised concerns about its impact on free speech, transparency, and democratic discourse. This paper examines the ethical and legal implications of these... more
As the title indicates, the text discusses three related themes: the film Onda (2008), the concept of Sect in social psychology and the notion of Bubble, the result of the post-modern retribalization of groups on social networks. The... more
Katedra politológie a euroázijských štúdií, FF UKF; Ústav politických vied SAV; Ústav medzinárodných vzťahov, Praha, Ústav európskych štúdií a medzinárodných vzťahov FSEV UK On the Discussion between the Czech Media Mainstream and its... more
This article sets out to argue that social media is affecting the foundations of public discourse in western societies not at the level of content (questions around censorship, hate speech, misinformation, data privacy, etc.) but at the... more
Az Európai Unió támogatáspolitikájában jelent ős, egyre növekvő súlya van a területi fejl ődésben tapasztalható különbségek mérséklésének, a regionális versenyképesség erő sítésének. A könyv az Európai Unió regionális és kohéziós... more
Les réseaux sociaux sont des médias en ligne où circulent énormément et avec une forte influence les « fake news ». Conçues à dessein sous forme des fausses nouvelles, propagandes, théories du complot, rumeurs, canulars, mèmes,…les fake... more
Sechs Fallstudien zu Praktiken, Auswirkungen und Reflexionen des Online-Dating. Das E-Book enthält sechs empirische Projektberichte, die sich standardisierter und/oder qualitativer Erhebungs- und Auswertungsmethoden bedienen.
Algoritma media sosial menciptakan "filter bubble", yang mengekspos pengguna hanya pada konten yang sesuai dengan preferensi mereka, yang mengarah pada polarisasi masyarakat dan memengaruhi persepsi terhadap peristiwa politik, seperti... more
Existing echo chamber studies tend to focus on political attitudes within specific online platforms. We broaden this scope by examining social media use and attitudes within a real-world context that resembles an echo chamber: rural areas... more
The intensification of post-truth politics has alarmingly interrupted political discourse, especially while covering stories where misinformation and emotional appeals surpass evidence-based discussions. In this post-factual era,... more
The present-day digital media ecosystem is defined by the proliferation of fake news. Although the term has become popular recently, its incidence has been exponential, and its omnipresence in the global news media, undeniable. Digital... more
The digital sphere provides a space for minorities to empower themselves, while also exposing them to discrimination and online harm. The effects of online harm on minority groups can cause additional traumatic experiences, which affect... more
Faceted Search-mitunter als Zukunft der Suche gehandelt-bezeichnet die Navigationsmöglichkeit, durch Auswahl von Filterkriterien eine große Ergebnismenge sukzessive auf präferierte Ergebnisse einzuschränken. Welche Usability-Probleme bei... more
Resumo: O artigo analisa a questão da luta político ideológica dentro da comunicação digitalizada. A metodologia utilizada é exploratória bibliográfica, partindo de discussão teórica e análise do Facebook e do WhatsApp e de... more
français : Cet article propose de caractériser, par l'étude de la production de vidéos d'actualité, la relation des médias traditionnels aux plateformes numériques. À partir d'entretiens avec les acteurs de la filière, d'observations... more
Nell’ambito dei social media studies si continua a discutere sull’efficacia della filter bubble theory. Tuttavia, è innegabile che l’idea di una rete “balcanizzata” in bolle di filtraggio non comunicanti, seppur non scientificamente... more
abstract: The article explores the legal perspectives of the human/machine/network/artificial intelligence interconnection in the so-called Internet of Bodies (IOB), i.e. in the internet system which, in addition to connecting objects... more
Dans un monde hyperconnecté, l’Internet et les plateformes de médias sociaux ont bouleversé le paysage médiatique, offrant des opportunités sans précédent pour la liberté d’expression tout en posant de nouveaux défis majeurs à la liberté... more
In this chapter, the authors introduce and define the concept of culturally-inclusive educational technology (CIET) and explore its role in improving teaching and learning outcomes in Nigeria's higher education system. Using Critical... more
Since 2016, online social networks (OSNs), especially their “big data” algorithms, have been intensively blamed in popular news discourse for acting as echo chambers. These chambers entrap like-minded voters in closed ideological circles... more
Katedra politológie a euroázijských štúdií, FF UKF; Ústav politických vied SAV; Ústav medzinárodných vzťahov, Praha, Ústav európskych štúdií a medzinárodných vzťahov FSEV UK On the Discussion between the Czech Media Mainstream and its... more
Ancaman dibalik Cahaya. mungkin itulah yang bisa digambarkan dari film ini. Film ini mencoba untuk mengungkap apa yang terjadi dibalik segala gemerlap yang ada di sosial media. Adiksi, Polarisasi, dan penjualan data pribadi telah menjadi... more
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