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08.01.2025

Changing landscape of fake news research on social media: a bibliometric analysis

verfasst von: Abdelkebir Sahid, Yassine Maleh, Karim Ouazzane

Erschienen in: Quality & Quantity

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Abstract

Today, social networks represent an indispensable means of communicating and disseminating customer-focused information in various fields, including news, advertising, and public relations. Social media’s ease of access and ability to spread quickly allows it to attract a large audience while promoting misinformation, including “fake news,” whether intentional or not. Misinformation on social media is increasing, and violent societies, individuals, organizations, and even states are growing. This study aims to identify the shifting paradigm of fake news research on social media through bibliometric analysis. The authors quantitatively examined the selected articles through co-citation and bibliographic linkage analysis from Scopus and WOS. The authors quantitatively evaluated the selected papers using co-citation and bibliographic linkage analysis. Building on the results of the bibliometric studies, the researchers developed an analysis of the evolution of social media-related research on fake news to highlight the issues and progress made by researchers in the fight against this phenomenon by presenting the key and emerging actions of its concealment, especially on social networks. This study also discusses the weak surveillance approach and its use to detect fake news with limited labeled data. Finally, we address essential proposed solutions in the field of fake news.

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Literatur
Zurück zum Zitat Abbasi, M.-A., Liu, H.: Measuring user Credibility in Social Media. Springer (2013) Abbasi, M.-A., Liu, H.: Measuring user Credibility in Social Media. Springer (2013)
Zurück zum Zitat Adadi, A., Berrada, M.: Peeking inside the black-box: A survey on explainable artificial intelligence (XAI). IEEE Access. 6, 52138–52160 (2018)CrossRef Adadi, A., Berrada, M.: Peeking inside the black-box: A survey on explainable artificial intelligence (XAI). IEEE Access. 6, 52138–52160 (2018)CrossRef
Zurück zum Zitat Amith, M., Tao, C.: Representing vaccine misinformation using ontologies. J. BIOMEDICAL Semant. 9, 1–13 (2018)CrossRef Amith, M., Tao, C.: Representing vaccine misinformation using ontologies. J. BIOMEDICAL Semant. 9, 1–13 (2018)CrossRef
Zurück zum Zitat An, F., Liu, Z.: Facial expression recognition algorithm based on parameter adaptive initialization of CNN and LSTM. Visual Comput. 36, 483–498 (2020)CrossRef An, F., Liu, Z.: Facial expression recognition algorithm based on parameter adaptive initialization of CNN and LSTM. Visual Comput. 36, 483–498 (2020)CrossRef
Zurück zum Zitat Ang, B., Anwar, N.D., Jayakumar, S.: Disinformation & fake news: Meanings, present, future. Disinformation fake news, 3–20. (2021) Ang, B., Anwar, N.D., Jayakumar, S.: Disinformation & fake news: Meanings, present, future. Disinformation fake news, 3–20. (2021)
Zurück zum Zitat Archambault, É., Campbell, D., Gingras, Y., Larivière, V.: Comparing bibliometric statistics obtained from the web of Science and Scopus. J. Am. Soc. Inform. Sci. Technol. 60(7), 1320–1326 (2009)CrossRef Archambault, É., Campbell, D., Gingras, Y., Larivière, V.: Comparing bibliometric statistics obtained from the web of Science and Scopus. J. Am. Soc. Inform. Sci. Technol. 60(7), 1320–1326 (2009)CrossRef
Zurück zum Zitat Aria, M., Cuccurullo, C.: Bibliometrix: An R-tool for comprehensive science mapping analysis. J. Inf. 11(4), 959–975 (2017) Aria, M., Cuccurullo, C.: Bibliometrix: An R-tool for comprehensive science mapping analysis. J. Inf. 11(4), 959–975 (2017)
Zurück zum Zitat Azadegan, A., Teich, J.: Effective benchmarking of innovation adoptions: A theoretical framework for e-procurement technologies. Benchmarking Int. J. 17(4), 472–490 (2010) Azadegan, A., Teich, J.: Effective benchmarking of innovation adoptions: A theoretical framework for e-procurement technologies. Benchmarking Int. J. 17(4), 472–490 (2010)
Zurück zum Zitat Baas, J., Schotten, M., Plume, A., Côté, G., Karimi, R.: Scopus as a curated, high-quality bibliometric data source for academic research in quantitative science studies. Quantitat. Sci. Stud. 1(1), 377–386 (2020) Baas, J., Schotten, M., Plume, A., Côté, G., Karimi, R.: Scopus as a curated, high-quality bibliometric data source for academic research in quantitative science studies. Quantitat. Sci. Stud. 1(1), 377–386 (2020)
Zurück zum Zitat Becker, H., Naaman, M., Gravano, L.: Beyond trending topics: Real-world event identification on twitter. (2011) Becker, H., Naaman, M., Gravano, L.: Beyond trending topics: Real-world event identification on twitter. (2011)
Zurück zum Zitat Benevenuto, F., Magno, G., Rodrigues, T., Almeida, V.: Detecting spammers on twitter. (2010) Benevenuto, F., Magno, G., Rodrigues, T., Almeida, V.: Detecting spammers on twitter. (2010)
Zurück zum Zitat Biyani, P., Tsioutsiouliklis, K., Blackmer, J.: 8 amazing secrets for getting more clicks: Detecting clickbaits in news streams using article informality. (2016) Biyani, P., Tsioutsiouliklis, K., Blackmer, J.: 8 amazing secrets for getting more clicks: Detecting clickbaits in news streams using article informality. (2016)
Zurück zum Zitat Boroumand, M., Fridrich, J.: Deep learning for detecting processing history of images. Electron. Imaging. 2018, 211–213 (2018) Boroumand, M., Fridrich, J.: Deep learning for detecting processing history of images. Electron. Imaging. 2018, 211–213 (2018)
Zurück zum Zitat Boyack, K.W., Klavans, R.: Co-citation analysis, bibliographic coupling, and direct citation: Which citation approach represents the research front most accurately? J. Am. Soc. Inform. Sci. Technol. 61(12), 2389–2404 (2010)CrossRef Boyack, K.W., Klavans, R.: Co-citation analysis, bibliographic coupling, and direct citation: Which citation approach represents the research front most accurately? J. Am. Soc. Inform. Sci. Technol. 61(12), 2389–2404 (2010)CrossRef
Zurück zum Zitat Bradford, S.C.: Sources of information on specific subjects. Engineering. 137, 85–86 (1934) Bradford, S.C.: Sources of information on specific subjects. Engineering. 137, 85–86 (1934)
Zurück zum Zitat Burki, T.: The online anti-vaccine movement in the age of COVID-19. Lancet Digit. Health. 2(10), e504–e505 (2020)CrossRef Burki, T.: The online anti-vaccine movement in the age of COVID-19. Lancet Digit. Health. 2(10), e504–e505 (2020)CrossRef
Zurück zum Zitat Castillo, C., Mendoza, M., Poblete, B.: Information credibility on twitter. In: Proceedings of the 20th International Conference on World Wide Web, pp. 675–684. (2011) Castillo, C., Mendoza, M., Poblete, B.: Information credibility on twitter. In: Proceedings of the 20th International Conference on World Wide Web, pp. 675–684. (2011)
Zurück zum Zitat Castillo, M., Mendoza, M.: Poblete,. Information Credibility on Twitter, Information Credibility, WWW. (2011) Castillo, M., Mendoza, M.: Poblete,. Information Credibility on Twitter, Information Credibility, WWW. (2011)
Zurück zum Zitat Chen, C.: Science mapping: a systematic review of the literature. Journal of data and information science, 2. (2017) Chen, C.: Science mapping: a systematic review of the literature. Journal of data and information science, 2. (2017)
Zurück zum Zitat Cheng, L., Guo, R., Shu, K., Liu, H.: Causal understanding of fake news dissemination on social media. In: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining, pp. 148–157. (2021) Cheng, L., Guo, R., Shu, K., Liu, H.: Causal understanding of fake news dissemination on social media. In: Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining, pp. 148–157. (2021)
Zurück zum Zitat Cui, L., Shu, K., Wang, S., Lee, D., Liu, H.: defend: A system for explainable fake news detection. (2019a) Cui, L., Shu, K., Wang, S., Lee, D., Liu, H.: defend: A system for explainable fake news detection. (2019a)
Zurück zum Zitat Cui, L., Wang, S., Lee, D.: Same: sentiment-aware multi-modal embedding for detecting fake news. (2019b) Cui, L., Wang, S., Lee, D.: Same: sentiment-aware multi-modal embedding for detecting fake news. (2019b)
Zurück zum Zitat Culnan, M.J.: The intellectual development of management information systems, 1972–1982: A co-citation analysis. Manage. Sci. 32(2), 156–172 (1986)CrossRef Culnan, M.J.: The intellectual development of management information systems, 1972–1982: A co-citation analysis. Manage. Sci. 32(2), 156–172 (1986)CrossRef
Zurück zum Zitat Derouiche, K., Frunza, M.: Study of Tweets’ Sentiment Impact on Stock Prices during Class Actions: An Application to Sports Companies. Available at SSRN 3653125. (2020) Derouiche, K., Frunza, M.: Study of Tweets’ Sentiment Impact on Stock Prices during Class Actions: An Application to Sports Companies. Available at SSRN 3653125. (2020)
Zurück zum Zitat Ding, J., Hu, Y., Chang, H.: BERT-based mental model, a better fake neAws detector. (2020) Ding, J., Hu, Y., Chang, H.: BERT-based mental model, a better fake neAws detector. (2020)
Zurück zum Zitat Ding, Y., Chowdhury, G.G., Foo, S.: Bibliometric cartography of information retrieval research by using co-word analysis. Inf. Process. Manag. 37(6), 817–842 (2001)CrossRef Ding, Y., Chowdhury, G.G., Foo, S.: Bibliometric cartography of information retrieval research by using co-word analysis. Inf. Process. Manag. 37(6), 817–842 (2001)CrossRef
Zurück zum Zitat D’Ulizia, A., Caschera, M. C., Ferri, F., Grifoni, P.: Fake news detection: A survey of evaluation datasets. PeerJ Comp. Sci. 7, e518 (2021) D’Ulizia, A., Caschera, M. C., Ferri, F., Grifoni, P.: Fake news detection: A survey of evaluation datasets. PeerJ Comp. Sci. 7, e518 (2021)
Zurück zum Zitat Černe, M., Kaše, R., Škerlavaj, M.: Non-technological innovation research: Evaluating the intellectual structure and prospects of an emerging field. Scand. J. Manag. 32, 69–85 (2016)CrossRef Černe, M., Kaše, R., Škerlavaj, M.: Non-technological innovation research: Evaluating the intellectual structure and prospects of an emerging field. Scand. J. Manag. 32, 69–85 (2016)CrossRef
Zurück zum Zitat Farid, H.: Photo Forensics. The MIT Press (2016) Farid, H.: Photo Forensics. The MIT Press (2016)
Zurück zum Zitat Fauvel, K., Chen, F., Rossi, D.: A lightweight, efficient and explainable-by-design convolutional neural network for internet traffic classification. Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, (2023) Fauvel, K., Chen, F., Rossi, D.: A lightweight, efficient and explainable-by-design convolutional neural network for internet traffic classification. Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, (2023)
Zurück zum Zitat Ferreira, F.A.F.: Mapping the field of arts-based management: Bibliographic coupling and co-citation analyses. J. Bus. Res. 85, 348–357 (2018)CrossRef Ferreira, F.A.F.: Mapping the field of arts-based management: Bibliographic coupling and co-citation analyses. J. Bus. Res. 85, 348–357 (2018)CrossRef
Zurück zum Zitat Franceschini, S., Faria, L. G., Jurowetzki, R.: Unveiling scientific communities about sustainability and innovation. A bibliometric journey around sustainable terms. J. Clean. Prod. 127, 72–83 (2016) Franceschini, S., Faria, L. G., Jurowetzki, R.: Unveiling scientific communities about sustainability and innovation. A bibliometric journey around sustainable terms. J. Clean. Prod. 127, 72–83 (2016)
Zurück zum Zitat Galli, A., Masciari, E., Moscato, V., Sperlí, G.: A comprehensive Benchmark for fake news detection. J. Intell. Inform. Syst. 59(1), 237–261 (2022)CrossRef Galli, A., Masciari, E., Moscato, V., Sperlí, G.: A comprehensive Benchmark for fake news detection. J. Intell. Inform. Syst. 59(1), 237–261 (2022)CrossRef
Zurück zum Zitat Gandhi, A., Jain, S.: Adversarial Perturbations fool Deepfake Detectors. IEEE (2020) Gandhi, A., Jain, S.: Adversarial Perturbations fool Deepfake Detectors. IEEE (2020)
Zurück zum Zitat Garfield, E.: From the science of science to Scientometrics visualizing the history of science with HistCite software. J. Informetrics. 3, 173–179 (2009)CrossRef Garfield, E.: From the science of science to Scientometrics visualizing the history of science with HistCite software. J. Informetrics. 3, 173–179 (2009)CrossRef
Zurück zum Zitat Giansiracusa, N.: How Algorithms Create and Prevent Fake News, pp. 17–39. Apress, Berkeley, CA (2021) Giansiracusa, N.: How Algorithms Create and Prevent Fake News, pp. 17–39. Apress, Berkeley, CA (2021)
Zurück zum Zitat Glänzel, W., Moed, H. F.: Opinion paper: Thoughts and facts on bibliometric indicators. Scientometrics. 96, 381–394 (2013) Glänzel, W., Moed, H. F.: Opinion paper: Thoughts and facts on bibliometric indicators. Scientometrics. 96, 381–394 (2013)
Zurück zum Zitat Gmür, M.: Co-citation analysis and the search for invisible colleges: A methodological evaluation. Scientometrics. 57(1), 27–57 (2003)CrossRef Gmür, M.: Co-citation analysis and the search for invisible colleges: A methodological evaluation. Scientometrics. 57(1), 27–57 (2003)CrossRef
Zurück zum Zitat Gorraiz, J., Melero-Fuentes, D., Gumpenberger, C., Valderrama-Zurián, J.-C.: Availability of digital object identifiers (DOIs) in web of Science and Scopus. J. Informetrics. 10(1), 98–109 (2016)CrossRef Gorraiz, J., Melero-Fuentes, D., Gumpenberger, C., Valderrama-Zurián, J.-C.: Availability of digital object identifiers (DOIs) in web of Science and Scopus. J. Informetrics. 10(1), 98–109 (2016)CrossRef
Zurück zum Zitat Griffith, S. B. (ed.).: The art of war, vol. 361. Oxford University Press, USA (1971) Griffith, S. B. (ed.).: The art of war, vol. 361. Oxford University Press, USA (1971)
Zurück zum Zitat Guo, J., Lu, S., Cai, H., Zhang, W., Yu, Y., Wang, J.: Long text generation via adversarial training with leaked information. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 32, no. 1. (2018) Guo, J., Lu, S., Cai, H., Zhang, W., Yu, Y., Wang, J.: Long text generation via adversarial training with leaked information. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol. 32, no. 1. (2018)
Zurück zum Zitat Hasebrink, U., Hölig, S.: Audience-based indicators for news media performance: A conceptual framework and findings from Germany. Media Communication. 8(3), 293–303 (2020)CrossRef Hasebrink, U., Hölig, S.: Audience-based indicators for news media performance: A conceptual framework and findings from Germany. Media Communication. 8(3), 293–303 (2020)CrossRef
Zurück zum Zitat Hayawi, K., Shahriar, S., Serhani, M.A., Taleb, I., Mathew, S.S.: ANTi-Vax: A novel Twitter dataset for COVID-19 vaccine misinformation detection. Public. Health. 203, 23–30 (2022)CrossRef Hayawi, K., Shahriar, S., Serhani, M.A., Taleb, I., Mathew, S.S.: ANTi-Vax: A novel Twitter dataset for COVID-19 vaccine misinformation detection. Public. Health. 203, 23–30 (2022)CrossRef
Zurück zum Zitat Hota, P.K., Subramanian, B., Narayanamurthy, G.: Mapping the intellectual structure of social entrepreneurship research: A citation/co-citation analysis. J. Bus. Ethics. 166(1), 89–114 (2020)CrossRef Hota, P.K., Subramanian, B., Narayanamurthy, G.: Mapping the intellectual structure of social entrepreneurship research: A citation/co-citation analysis. J. Bus. Ethics. 166(1), 89–114 (2020)CrossRef
Zurück zum Zitat Insights, C.: Attention Spans. In: Microsoft Canada, Spring (2015) Insights, C.: Attention Spans. In: Microsoft Canada, Spring (2015)
Zurück zum Zitat Ismail, A., Elpeltagy, M., Zaki, M., ElDahshan, K. A.: Deepfake video detection: YOLO-Face convolution recurrent approach. PeerJ Comp. Sci. 7, e730 (2021) Ismail, A., Elpeltagy, M., Zaki, M., ElDahshan, K. A.: Deepfake video detection: YOLO-Face convolution recurrent approach. PeerJ Comp. Sci. 7, e730 (2021)
Zurück zum Zitat Iuliani, M., Shullani, D., Fontani, M., Meucci, S., Piva, A.: A video forensic framework for the unsupervised analysis of MP4-like file container. IEEE Trans. Inf. Forensics Secur. 14, 635–645 (2018)CrossRef Iuliani, M., Shullani, D., Fontani, M., Meucci, S., Piva, A.: A video forensic framework for the unsupervised analysis of MP4-like file container. IEEE Trans. Inf. Forensics Secur. 14, 635–645 (2018)CrossRef
Zurück zum Zitat Jin, Z., Cao, J., Zhang, Y., Luo, J.: News verification by exploiting conflicting social viewpoints in microblogs. (2016) Jin, Z., Cao, J., Zhang, Y., Luo, J.: News verification by exploiting conflicting social viewpoints in microblogs. (2016)
Zurück zum Zitat Kaliyar, R.K., Goswami, A., Narang, P.: EchoFakeD: Improving fake news detection in social media with an efficient deep neural network. Neural Comput. Appl. 33, 8597–8613 (2021)CrossRef Kaliyar, R.K., Goswami, A., Narang, P.: EchoFakeD: Improving fake news detection in social media with an efficient deep neural network. Neural Comput. Appl. 33, 8597–8613 (2021)CrossRef
Zurück zum Zitat Kaliyar, R.K., Goswami, A., Narang, P., Sinha, S.: FNDNet–a deep convolutional neural network for fake news detection. Cogn. Syst. Res. 61, 32–44 (2020)CrossRef Kaliyar, R.K., Goswami, A., Narang, P., Sinha, S.: FNDNet–a deep convolutional neural network for fake news detection. Cogn. Syst. Res. 61, 32–44 (2020)CrossRef
Zurück zum Zitat Kessler, M.M.: Bibliographic coupling between scientific papers. Am. Doc. 14, 10–25 (1963)CrossRef Kessler, M.M.: Bibliographic coupling between scientific papers. Am. Doc. 14, 10–25 (1963)CrossRef
Zurück zum Zitat Kirchner, J., Reuter, C.: Countering fake news: A comparison of possible solutions regarding user acceptance and effectiveness. Proc. ACM Hum Comput Interact. 4(CSCW2), 1–27 (2020)CrossRef Kirchner, J., Reuter, C.: Countering fake news: A comparison of possible solutions regarding user acceptance and effectiveness. Proc. ACM Hum Comput Interact. 4(CSCW2), 1–27 (2020)CrossRef
Zurück zum Zitat Kulshrestha, J., Eslami, M., Messias, J., Zafar, M.B., Ghosh, S., Gummadi, K.P., Karahalios, K.: Quantifying search bias: Investigating sources of bias for political searches in social media. Proceedings of the 2017 ACM conference on computer supported cooperative work and social computing, (2017) Kulshrestha, J., Eslami, M., Messias, J., Zafar, M.B., Ghosh, S., Gummadi, K.P., Karahalios, K.: Quantifying search bias: Investigating sources of bias for political searches in social media. Proceedings of the 2017 ACM conference on computer supported cooperative work and social computing, (2017)
Zurück zum Zitat Lazer, D. M., Baum, M. A., Benkler, Y., Berinsky, A. J., Greenhill, K. M., Menczer, F., … Zittrain, J. L.: The science of fake news. Science. 359(6380), 1094–1096 (2018) Lazer, D. M., Baum, M. A., Benkler, Y., Berinsky, A. J., Greenhill, K. M., Menczer, F., … Zittrain, J. L.: The science of fake news. Science. 359(6380), 1094–1096 (2018)
Zurück zum Zitat Lemos, A.L.M., Bitencourt, E.C., dos Santos, J.G.B.: Fake news as fake politics: The digital materialities of YouTube misinformation videos about Brazilian oil spill catastrophe. Media Cult. Soc. 43, 886–905 (2021)CrossRef Lemos, A.L.M., Bitencourt, E.C., dos Santos, J.G.B.: Fake news as fake politics: The digital materialities of YouTube misinformation videos about Brazilian oil spill catastrophe. Media Cult. Soc. 43, 886–905 (2021)CrossRef
Zurück zum Zitat Leydesdorff, L.: Theories of citation? Scientometrics. 43, 5–25 (1998)CrossRef Leydesdorff, L.: Theories of citation? Scientometrics. 43, 5–25 (1998)CrossRef
Zurück zum Zitat Li, H., Li, M., Liu, Q.: Hybrid beamforming with dynamic subarrays and low-resolution PSs for mmWave MU-MISO systems. IEEE Trans. Commun. 68, 602–614 (2019)CrossRef Li, H., Li, M., Liu, Q.: Hybrid beamforming with dynamic subarrays and low-resolution PSs for mmWave MU-MISO systems. IEEE Trans. Commun. 68, 602–614 (2019)CrossRef
Zurück zum Zitat Liu, Y., Liu, Z., Jia, R.: DeepPF: A deep learning based architecture for Metro passenger flow prediction. Transp. Res. Part. C: Emerg. Technol. 101, 18–34 (2019)CrossRef Liu, Y., Liu, Z., Jia, R.: DeepPF: A deep learning based architecture for Metro passenger flow prediction. Transp. Res. Part. C: Emerg. Technol. 101, 18–34 (2019)CrossRef
Zurück zum Zitat Malik, A., Kuribayashi, M., Abdullahi, S. M., Khan, A. N.: DeepFake detection for human face images and videos: A survey. IEEE Access. 10, 18757–18775 (2022) Malik, A., Kuribayashi, M., Abdullahi, S. M., Khan, A. N.: DeepFake detection for human face images and videos: A survey. IEEE Access. 10, 18757–18775 (2022)
Zurück zum Zitat Martín-Martín, A., Thelwall, M., Orduna-Malea, E., Delgado López-Cózar, E. Google Scholar, Microsoft Academic, Scopus, Dimensions, Web of Science, and OpenCitations’ COCI: A multidisciplinary comparison of coverage via citations. Scientometrics. 126(1), 871–906 (2021) Martín-Martín, A., Thelwall, M., Orduna-Malea, E., Delgado López-Cózar, E. Google Scholar, Microsoft Academic, Scopus, Dimensions, Web of Science, and OpenCitations’ COCI: A multidisciplinary comparison of coverage via citations. Scientometrics. 126(1), 871–906 (2021)
Zurück zum Zitat Mas-Tur, A., Roig-Tierno, N., Sarin, S., Haon, C., Sego, T., Belkhouja, M., Porter, A., Merigó, J.M.: Co-citation, bibliographic coupling and leading authors, institutions and countries in the 50 years of Technological forecasting and Social Change. Technol. Forecast. Soc. Chang. 165, 120487 (2021). https://doi.org/10.1016/j.techfore.2020.120487CrossRef Mas-Tur, A., Roig-Tierno, N., Sarin, S., Haon, C., Sego, T., Belkhouja, M., Porter, A., Merigó, J.M.: Co-citation, bibliographic coupling and leading authors, institutions and countries in the 50 years of Technological forecasting and Social Change. Technol. Forecast. Soc. Chang. 165, 120487 (2021). https://​doi.​org/​10.​1016/​j.​techfore.​2020.​120487CrossRef
Zurück zum Zitat McCain, K.W.: Mapping authors in intellectual space: A technical overview. J. Am. Soc. Inform. Sci. (1986–1998). 41(6), 433 (1990)CrossRef McCain, K.W.: Mapping authors in intellectual space: A technical overview. J. Am. Soc. Inform. Sci. (1986–1998). 41(6), 433 (1990)CrossRef
Zurück zum Zitat Mining disinformation and fake news: Concepts, methods, and recent advancements, Disinformation, Misinformation, and Fake News in Social Media 1–19 (Springer 2020) Mining disinformation and fake news: Concepts, methods, and recent advancements, Disinformation, Misinformation, and Fake News in Social Media 1–19 (Springer 2020)
Zurück zum Zitat Mitchell, A., Jurkowitz, M., Oliphant, J. B., Shearer, E.: Americans who mainly get their news on social media are less engaged, less knowledgeable. Pew Res Center. 30 (2020) Mitchell, A., Jurkowitz, M., Oliphant, J. B., Shearer, E.: Americans who mainly get their news on social media are less engaged, less knowledgeable. Pew Res Center. 30 (2020)
Zurück zum Zitat Mongeon, P., Paul-Hus, A.: The journal coverage of web of Science and Scopus: A comparative analysis. Scientometrics. 106, 213–228 (2016)CrossRef Mongeon, P., Paul-Hus, A.: The journal coverage of web of Science and Scopus: A comparative analysis. Scientometrics. 106, 213–228 (2016)CrossRef
Zurück zum Zitat Montesi, M.: Understanding fake news during the Covid-19 health crisis from the perspective of information behaviour: The case of Spain. J. Librariansh. Inform. Sci. 53(3), 454–465 (2021)CrossRef Montesi, M.: Understanding fake news during the Covid-19 health crisis from the perspective of information behaviour: The case of Spain. J. Librariansh. Inform. Sci. 53(3), 454–465 (2021)CrossRef
Zurück zum Zitat Montesi, M.: Understanding fake news during the Covid-19 health crisis from the perspective of information behaviour: The case of Spain. J. Librariansh. Inf. Sci. 53(3), 454–465 (2021) Montesi, M.: Understanding fake news during the Covid-19 health crisis from the perspective of information behaviour: The case of Spain. J. Librariansh. Inf. Sci. 53(3), 454–465 (2021)
Zurück zum Zitat Montserrat, D.M., Hao, H., Yarlagadda, S.K., Baireddy, S., Shao, R., Horváth, J., Bartusiak, E., Yang, J., Guera, D., Zhu, F.: Deepfakes detection with automatic face weighting. (2020) Montserrat, D.M., Hao, H., Yarlagadda, S.K., Baireddy, S., Shao, R., Horváth, J., Bartusiak, E., Yang, J., Guera, D., Zhu, F.: Deepfakes detection with automatic face weighting. (2020)
Zurück zum Zitat Nguyen, H.H., Yamagishi, J., Echizen, I.: Capsule-forensics: Using Capsule Networks to Detect Forged Images and Videos. IEEE (2019) Nguyen, H.H., Yamagishi, J., Echizen, I.: Capsule-forensics: Using Capsule Networks to Detect Forged Images and Videos. IEEE (2019)
Zurück zum Zitat Nguyen, H.M., Derakhshani, R.: Eyebrow Recognition for Identifying Deepfake Videos. IEEE (2020) Nguyen, H.M., Derakhshani, R.: Eyebrow Recognition for Identifying Deepfake Videos. IEEE (2020)
Zurück zum Zitat Paschen, U., Pitt, C., Kietzmann, J.: Artificial intelligence: Building blocks and an innovation typology. Business Horizons, 63(2), 147–155 (2020) Paschen, U., Pitt, C., Kietzmann, J.: Artificial intelligence: Building blocks and an innovation typology. Business Horizons, 63(2), 147–155 (2020)
Zurück zum Zitat Pham, L.: Transferring, transforming, ensembling: the novel formula of identifying fake news. (2019) Pham, L.: Transferring, transforming, ensembling: the novel formula of identifying fake news. (2019)
Zurück zum Zitat Phan Tan, L.: Mapping the social entrepreneurship research: Bibliographic coupling, co-citation and co-word analyses. Cogent Bus. Manage. 8, 1896885 (2021)CrossRef Phan Tan, L.: Mapping the social entrepreneurship research: Bibliographic coupling, co-citation and co-word analyses. Cogent Bus. Manage. 8, 1896885 (2021)CrossRef
Zurück zum Zitat Pranckutė, R.: Web of Science (WoS) and Scopus: The titans of bibliographic information in today’s academic world. Publications. 9(1), 12 (2021) Pranckutė, R.: Web of Science (WoS) and Scopus: The titans of bibliographic information in today’s academic world. Publications. 9(1), 12 (2021)
Zurück zum Zitat Radford, A., Wu, J., Child, R., Luan, D., Amodei, D., Sutskever, I.: Language models are unsupervised multitask learners. OpenAI Blog. 1(8), 9 (2019) Radford, A., Wu, J., Child, R., Luan, D., Amodei, D., Sutskever, I.: Language models are unsupervised multitask learners. OpenAI Blog. 1(8), 9 (2019)
Zurück zum Zitat Razniewski, S., Tandon, N., Varde, A. S.: Information to wisdom: Commonsense knowledge extraction and compilation. In: Proceedings of the 14th ACM International Conference on Web Search and Data Mining, pp. 1143–1146. (2021) Razniewski, S., Tandon, N., Varde, A. S.: Information to wisdom: Commonsense knowledge extraction and compilation. In: Proceedings of the 14th ACM International Conference on Web Search and Data Mining, pp. 1143–1146. (2021)
Zurück zum Zitat Rowland, F.: The filter bubble: What the internet is hiding from you. Portal: Libr. Acad. 11(4), 1009–1011 (2011)CrossRef Rowland, F.: The filter bubble: What the internet is hiding from you. Portal: Libr. Acad. 11(4), 1009–1011 (2011)CrossRef
Zurück zum Zitat Ruchansky, N., Seo, S., Liu, Y.: Csi: A hybrid deep model for fake news detection. In: Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, pp. 797–806. (2017) Ruchansky, N., Seo, S., Liu, Y.: Csi: A hybrid deep model for fake news detection. In: Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, pp. 797–806. (2017)
Zurück zum Zitat Sahoo, M., Gupta, M., Srivastava, P.: Does information and communication technology and financial development lead to environmental sustainability in India? An empirical insight. Telematics Inf. 60, 101598 (2021) Sahoo, M., Gupta, M., Srivastava, P.: Does information and communication technology and financial development lead to environmental sustainability in India? An empirical insight. Telematics Inf. 60, 101598 (2021)
Zurück zum Zitat Sarkis-Onofre, R., Catalá-López, F., Aromataris, E., Lockwood, C.: How to properly use the PRISMA Statement. Syst. Reviews. 10, 1–3 (2021)CrossRef Sarkis-Onofre, R., Catalá-López, F., Aromataris, E., Lockwood, C.: How to properly use the PRISMA Statement. Syst. Reviews. 10, 1–3 (2021)CrossRef
Zurück zum Zitat Shahid, W., Li, Y., Staples, D., Amin, G., Hakak, S., Ghorbani, A.: Are you a cyborg, bot or human?—a survey on detecting fake news spreaders. IEEE Access. 10, 27069–27083 (2022)CrossRef Shahid, W., Li, Y., Staples, D., Amin, G., Hakak, S., Ghorbani, A.: Are you a cyborg, bot or human?—a survey on detecting fake news spreaders. IEEE Access. 10, 27069–27083 (2022)CrossRef
Zurück zum Zitat Shearer, E., Mitchell, A.: News use across social media platforms in 2020. (2021) Shearer, E., Mitchell, A.: News use across social media platforms in 2020. (2021)
Zurück zum Zitat Shetty, R.R., Fritz, M., Schiele, B.: Adversarial scene editing: Automatic object removal from weak supervision. Advances in Neural Information Processing Systems, 31. (2018) Shetty, R.R., Fritz, M., Schiele, B.: Adversarial scene editing: Automatic object removal from weak supervision. Advances in Neural Information Processing Systems, 31. (2018)
Zurück zum Zitat Shu, K., Awadallah, A.H., Dumais, S., Liu, H.: Detecting fake news with weak social supervision. IEEE Intell. Syst. 36(4), 96–103 (2020) Shu, K., Awadallah, A.H., Dumais, S., Liu, H.: Detecting fake news with weak social supervision. IEEE Intell. Syst. 36(4), 96–103 (2020)
Zurück zum Zitat Shu, K., Mahudeswaran, D., Wang, S., Lee, D., Liu, H.: Fakenewsnet: A data repository with news content, social context, and spatiotemporal information for studying fake news on social media. Big Data. 8(3), 171–188 (2020a) Shu, K., Mahudeswaran, D., Wang, S., Lee, D., Liu, H.: Fakenewsnet: A data repository with news content, social context, and spatiotemporal information for studying fake news on social media. Big Data. 8(3), 171–188 (2020a)
Zurück zum Zitat Shu, K., Mahudeswaran, D., Wang, S., Liu, H.: Hierarchical propagation networks for fake news detection: Investigation and exploitation. (2020b) Shu, K., Mahudeswaran, D., Wang, S., Liu, H.: Hierarchical propagation networks for fake news detection: Investigation and exploitation. (2020b)
Zurück zum Zitat Shu, K., Sliva, A., Wang, S., Tang, J., Liu, H.: Fake news detection on social media: A data mining perspective. ACM SIGKDD Explorations Newsl. 19, 22–36 (2017)CrossRef Shu, K., Sliva, A., Wang, S., Tang, J., Liu, H.: Fake news detection on social media: A data mining perspective. ACM SIGKDD Explorations Newsl. 19, 22–36 (2017)CrossRef
Zurück zum Zitat Shu, K., Wang, S., Liu, H.: Beyond news contents: The role of social context for fake news detection. (2019) Shu, K., Wang, S., Liu, H.: Beyond news contents: The role of social context for fake news detection. (2019)
Zurück zum Zitat Shu, K., Wang, S., Liu, H.: Understanding user profiles on social media for fake news detection. IEEE (2018) Shu, K., Wang, S., Liu, H.: Understanding user profiles on social media for fake news detection. IEEE (2018)
Zurück zum Zitat Singh, V. K., Singh, P., Karmakar, M., Leta, J., Mayr, P.: The journal coverage of Web of Science, Scopus and Dimensions: A comparative analysis. Scientometrics. 126, 5113–5142 (2021) Singh, V. K., Singh, P., Karmakar, M., Leta, J., Mayr, P.: The journal coverage of Web of Science, Scopus and Dimensions: A comparative analysis. Scientometrics. 126, 5113–5142 (2021)
Zurück zum Zitat Sánchez, A.D., Del Río, M.C., García, J.: Bibliometric analysis of publications on wine tourism in the databases Scopus and WoS. Eur. Res. Manage. Bus. Econ. 23(1), 8–15 (2017)CrossRef Sánchez, A.D., Del Río, M.C., García, J.: Bibliometric analysis of publications on wine tourism in the databases Scopus and WoS. Eur. Res. Manage. Bus. Econ. 23(1), 8–15 (2017)CrossRef
Zurück zum Zitat Studying fake news via network: analysis: detection and mitigation, Emerging research challenges and opportunities in computational social network analysis and mining 43–65 (Springer 2019) Studying fake news via network: analysis: detection and mitigation, Emerging research challenges and opportunities in computational social network analysis and mining 43–65 (Springer 2019)
Zurück zum Zitat Sługocki, W., Sowa, B.: Disinformation as a threat to national security on the example of the COVID-19 pandemic. Secur. Def. Q., 35(3). (2021) Sługocki, W., Sowa, B.: Disinformation as a threat to national security on the example of the COVID-19 pandemic. Secur. Def. Q., 35(3). (2021)
Zurück zum Zitat Surwase, G., Sagar, A., Kademani, B.S., Bhanumurthy, K.: Co-citation analysis: An overview. (2011) Surwase, G., Sagar, A., Kademani, B.S., Bhanumurthy, K.: Co-citation analysis: An overview. (2011)
Zurück zum Zitat Tandoc, E. C.: Fake news. In: The Routledge Companion to Media Disinformation and Populism, pp. 110–117. Routledge (2021) Tandoc, E. C.: Fake news. In: The Routledge Companion to Media Disinformation and Populism, pp. 110–117. Routledge (2021)
Zurück zum Zitat Tandoc Jr, E. C., Lim, Z. W., Ling, R.: Defining “fake news” A typology of scholarly definitions. Dig. J. 6(2), 137–153 (2018) Tandoc Jr, E. C., Lim, Z. W., Ling, R.: Defining “fake news” A typology of scholarly definitions. Dig. J. 6(2), 137–153 (2018)
Zurück zum Zitat Tools of Disinformation: How Fake News Gets to Deceive, Disinformation and Fake News 35–46: (2021) Tools of Disinformation: How Fake News Gets to Deceive, Disinformation and Fake News 35–46: (2021)
Zurück zum Zitat Tursman, E., George, M., Kamara, S., Tompkin, J.: Towards untrusted social video verification to combat deepfakes via face geometry consistency. (2020) Tursman, E., George, M., Kamara, S., Tompkin, J.: Towards untrusted social video verification to combat deepfakes via face geometry consistency. (2020)
Zurück zum Zitat Vaccari, C., Chadwick, A.: Deepfakes and disinformation: Exploring the impact of synthetic political video on deception, uncertainty, and trust in news. Soc. Media Soc. 6(1), 2056305120903408 (2020) Vaccari, C., Chadwick, A.: Deepfakes and disinformation: Exploring the impact of synthetic political video on deception, uncertainty, and trust in news. Soc. Media Soc. 6(1), 2056305120903408 (2020)
Zurück zum Zitat Van Eck, N., Waltman, L.: Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 84, 523–538 (2010)CrossRef Van Eck, N., Waltman, L.: Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 84, 523–538 (2010)CrossRef
Zurück zum Zitat Visser, M., Van Eck, N. J., Waltman, L.: Large-scale comparison of bibliographic data sources: Scopus, Web of Science, Dimensions, Crossref, and Microsoft Academic. Quantitat. Sci. Stud. 2(1), 20–41 (2021) Visser, M., Van Eck, N. J., Waltman, L.: Large-scale comparison of bibliographic data sources: Scopus, Web of Science, Dimensions, Crossref, and Microsoft Academic. Quantitat. Sci. Stud. 2(1), 20–41 (2021)
Zurück zum Zitat Vosoughi, S., Roy, D., Aral, S.: The spread of true and false news online. Science. 359(6380), 1146–1151 (2018)CrossRef Vosoughi, S., Roy, D., Aral, S.: The spread of true and false news online. Science. 359(6380), 1146–1151 (2018)CrossRef
Zurück zum Zitat Wang, K., Wan, X.: Sentigan: Generating sentimental texts via mixture adversarial networks. In: IJCAI, pp. 4446–4452. (2018) Wang, K., Wan, X.: Sentigan: Generating sentimental texts via mixture adversarial networks. In: IJCAI, pp. 4446–4452. (2018)
Zurück zum Zitat Wang, Q., Waltman, L.: Large-scale analysis of the accuracy of the journal classification systems of Web of Science and Scopus. J. Inf. 10(2), 347–364 (2016) Wang, Q., Waltman, L.: Large-scale analysis of the accuracy of the journal classification systems of Web of Science and Scopus. J. Inf. 10(2), 347–364 (2016)
Zurück zum Zitat Weinzierl, M.A., Harabagiu, S.M.: Automatic detection of COVID-19 vaccine misinformation with graph link prediction. J. Biomed. Inform. 124, 103955 (2021)CrossRef Weinzierl, M.A., Harabagiu, S.M.: Automatic detection of COVID-19 vaccine misinformation with graph link prediction. J. Biomed. Inform. 124, 103955 (2021)CrossRef
Zurück zum Zitat White, H.: Bibliometrics. In Annual review on information science and tecWhite, H. (1989). Bibliometrics. Annual Review on Information Science and Technology, 119–186.hnology (pp. 119–186): Elsevier Science Publishers. (1989) White, H.: Bibliometrics. In Annual review on information science and tecWhite, H. (1989). Bibliometrics. Annual Review on Information Science and Technology, 119–186.hnology (pp. 119–186): Elsevier Science Publishers. (1989)
Zurück zum Zitat Yang, C.-Z., Ma, J., Wang, S., Liew, A.W.-C.: Preventing deepfake attacks on speaker authentication by dynamic lip movement analysis. IEEE Trans. Inf. Forensics Secur. 16, 1841–1854 (2020)CrossRef Yang, C.-Z., Ma, J., Wang, S., Liew, A.W.-C.: Preventing deepfake attacks on speaker authentication by dynamic lip movement analysis. IEEE Trans. Inf. Forensics Secur. 16, 1841–1854 (2020)CrossRef
Zurück zum Zitat Yan, L., Zhiping, W.: Mapping the literature on academic publishing: A bibliometric analysis on WOS. Sage Open. 13(1), 21582440231158562 (2023) Yan, L., Zhiping, W.: Mapping the literature on academic publishing: A bibliometric analysis on WOS. Sage Open. 13(1), 21582440231158562 (2023)
Zurück zum Zitat Zhang, L., Glänzel, W.: A citation-based cross-disciplinary study on literature aging: Part I—The synchronous approach. Scientometrics. 111(3), 1573–1589 (2017) Zhang, L., Glänzel, W.: A citation-based cross-disciplinary study on literature aging: Part I—The synchronous approach. Scientometrics. 111(3), 1573–1589 (2017)
Zurück zum Zitat Zhang, X., Ghorbani, A. A.: An overview of online fake news: Characterization, detection, and discussion. Inf. Process. Manag. 57(2), 102025 (2020) Zhang, X., Ghorbani, A. A.: An overview of online fake news: Characterization, detection, and discussion. Inf. Process. Manag. 57(2), 102025 (2020)
Zurück zum Zitat Zhao, Z., Resnick, P., Mei, Q.: Enquiring minds: Early detection of rumors in social media from enquiry posts. (2015) Zhao, Z., Resnick, P., Mei, Q.: Enquiring minds: Early detection of rumors in social media from enquiry posts. (2015)
Zurück zum Zitat Zhou, P., Han, X., Morariu, V.I., Davis, L.S.: Two-stream Neural Networks for Tampered face Detection. IEEE (2017) Zhou, P., Han, X., Morariu, V.I., Davis, L.S.: Two-stream Neural Networks for Tampered face Detection. IEEE (2017)
Zurück zum Zitat Zhou, X., Zafarani, R.: Fake news detection: An interdisciplinary research. (2019) Zhou, X., Zafarani, R.: Fake news detection: An interdisciplinary research. (2019)
Zurück zum Zitat Zhou, X., Zafarani, R., Shu, K., Liu, H.: Fake news: Fundamental theories, detection strategies and challenges. (2019) Zhou, X., Zafarani, R., Shu, K., Liu, H.: Fake news: Fundamental theories, detection strategies and challenges. (2019)
Zurück zum Zitat Zupic, I., Čater, T.: Bibliometric methods in management and organization. Organizational Res. Methods. 18, 429–472 (2015)CrossRef Zupic, I., Čater, T.: Bibliometric methods in management and organization. Organizational Res. Methods. 18, 429–472 (2015)CrossRef
Metadaten
Titel
Changing landscape of fake news research on social media: a bibliometric analysis
verfasst von
Abdelkebir Sahid
Yassine Maleh
Karim Ouazzane
Publikationsdatum
08.01.2025
Verlag
Springer Netherlands
Erschienen in
Quality & Quantity
Print ISSN: 0033-5177
Elektronische ISSN: 1573-7845
DOI
https://doi.org/10.1007/s11135-024-02048-9

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