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Within and Beyond Stereotypes of Arab Women: A Corpus-based Approach to Jordanian Women’s Portrayal in English Digital News
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In: Journal of International Women's Studies (2022)
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Unsupervised quantification of entity consistency between photos and text in real-world news ...
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Müller-Budack, Eric. - : Hannover : Institutionelles Repositorium der Leibniz Universität Hannover, 2022
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The news dataset for discriminating between Bosnian, Croatian and Serbian SETimes.HBS 1.0
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Context-Based Fake News Detection Model Relying on Deep Learning Models
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In: Electronics; Volume 11; Issue 8; Pages: 1255 (2022)
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Abstract:
Nowadays, due to the great accessibility to the internet, people seek out and consume news via social media due to its low cost, ease of access, and quick transmission of information. The tremendous leverage of social media applications in daily life makes them significant information sources. Users can post and share different types of information in all their forms with a single click. However, the cost becomes expensive and dangerous when non-experts say anything about anything. Fake news are rapidly dominating the dissemination of disinformation by distorting people’s views or knowledge to influence their awareness and decision-making. Therefore, we have to identify and prevent the problematic effects of falsified information as soon as possible. In this paper, we conducted three experiments with machine learning classifiers, deep learning models, and transformers. In all experiments, we relied on word embedding to extract contextual features from articles. Our experimental results showed that deep learning models outperformed machine learning classifiers and the BERT transformer in terms of accuracy. Moreover, results showed almost the same accuracy between the LSTM and GRU models. We showed that by combining an augmented linguistic feature set with machine or deep learning models, we can, with high accuracy, identify fake news.
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Keyword:
deep learning; fake news; GRU; LSTM; transformers
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URL: https://doi.org/10.3390/electronics11081255
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Developing Resilience to Disinformation: A Game-Based Method for Future Communicators
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In: Sustainability; Volume 14; Issue 9; Pages: 5438 (2022)
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Illusion of Truth: Analysing and Classifying COVID-19 Fake News in Brazilian Portuguese Language
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In: Big Data and Cognitive Computing; Volume 6; Issue 2; Pages: 36 (2022)
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| 7 |
An Explainable Fake News Detector Based on Named Entity Recognition and Stance Classification Applied to COVID-19
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In: Information; Volume 13; Issue 3; Pages: 137 (2022)
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| 11 |
The Orientalist Semiotics of "Dune": Religious and Historical References within Frank Herbert's Universe
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Jacob, Frank. - : Büchner-Verlag, 2022. : DEU, 2022. : Marburg, 2022
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In: 117 (2022)
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| 12 |
Werbung und Identität im multikulturellen Raum: Der Werbediskurs in Luxemburg; ein kommunikationswissenschaftlicher Beitrag
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In: 18 ; Literalität und Liminalität ; 320 (2022)
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| 13 |
Das Spiel der Anderen: die Entwicklung der Berichterstattung zu Frauenfußball-Großturnieren seit der WM 2011 in Deutschland
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In: FZG - Freiburger Zeitschrift für GeschlechterStudien ; 22 ; 1 ; 49-63 (2022)
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| 14 |
"Geil dabei zu sein" - Livestreams als Kommunikationsmittel rechtsextremer Proteste
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In: ZRex - Zeitschrift für Rechtsextremismusforschung ; 2 ; 1 ; 72-90 (2022)
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| 15 |
Spanish Tipsters and the Millennial and Centennial Generations in the Scenario of a Pandemic
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In: Media and Communication ; 10 ; 1 ; 286-296 ; New Narratives for New Consumers: Influencers and the Millennial and Centennial Generations (2022)
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| 16 |
Issue Spatiality: A Conceptual Framework for the Role of Space in Public Discourses
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In: Media and Communication ; 9 ; 3 ; 5-15 ; Spaces, Places, and Geographies of Public Spheres (2022)
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| 17 |
Communication and Feminist New Materialism: Methodologies to understand the continuum between matter and discourse
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In: FZG - Freiburger Zeitschrift für GeschlechterStudien ; 24 ; 1 ; 55-70 ; Der Ort des Politischen in den Critical Feminist Materialisms (2022)
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| 18 |
Invective Gaze - Das digitale Bild und die Kultur der Beschämung
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In: 99 ; Edition Medienwissenschaft ; 206 (2022)
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| 19 |
The Engagement Imperative: Experiences of Communication Practitioners' Brand Work in the Music Industry
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In: Media and Communication ; 10 ; 1 ; 66-76 ; New Forms of Media Work and Its Organizational and Institutional Conditions (2022)
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| 20 |
Gegen die Öffentlichkeit: Alternative Nachrichtenmedien im deutschsprachigen Raum
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Schwaiger, Lisa. - : transcript Verlag, 2022. : DEU, 2022. : Bielefeld, 2022
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In: 46 ; Digitale Gesellschaft ; 327 (2022)
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