• Title/Summary/Keyword: 유튜브 뉴스 콘텐츠

Search Result 16, Processing Time 0.022 seconds

Fake News Detection on YouTube Using Related Video Information (관련 동영상 정보를 활용한 YouTube 가짜뉴스 탐지 기법)

  • Junho Kim;Yongjun Shin;Hyunchul Ahn
    • Journal of Intelligence and Information Systems
    • /
    • v.29 no.3
    • /
    • pp.19-36
    • /
    • 2023
  • As advances in information and communication technology have made it easier for anyone to produce and disseminate information, a new problem has emerged: fake news, which is false information intentionally shared to mislead people. Initially spread mainly through text, fake news has gradually evolved and is now distributed in multimedia formats. Since its founding in 2005, YouTube has become the world's leading video platform and is used by most people worldwide. However, it has also become a primary source of fake news, causing social problems. Various researchers have been working on detecting fake news on YouTube. There are content-based and background information-based approaches to fake news detection. Still, content-based approaches are dominant when looking at conventional fake news research and YouTube fake news detection research. This study proposes a fake news detection method based on background information rather than content-based fake news detection. In detail, we suggest detecting fake news by utilizing related video information from YouTube. Specifically, the method detects fake news through CNN, a deep learning network, from the vectorized information obtained from related videos and the original video using Doc2vec, an embedding technique. The empirical analysis shows that the proposed method has better prediction performance than the existing content-based approach to detecting fake news on YouTube. The proposed method in this study contributes to making our society safer and more reliable by preventing the spread of fake news on YouTube, which is highly contagious.

An Exploratory Study on News Perception of YouTube Current Affairs and Political Channel Users (유튜브 시사정치채널 이용자의 뉴스 관점에 관한 탐색적 연구)

  • Ryu, Yongmin
    • The Journal of the Korea Contents Association
    • /
    • v.21 no.4
    • /
    • pp.628-644
    • /
    • 2021
  • The main purpose of this study is to search for variables that influence the perception of news of YouTube current affairs and political channel users. Existing studies have focused on providing normative criticism by examining the public opinion influence of YouTube channels, which play a role similar to the media, in terms of political polarization, fake news, and confirmation bias. However, this study attempts to examine the changes and meanings of users' perception of news with the advent of YouTube. To this end, an online survey was conducted for users with experience in using YouTube's current affairs and political channels. As a result of the study, it was found that the news perception of YouTube current affairs and political channel users was mixed with the perception of news from the perspective of professional journalism and the perception of newly added news in the digital environment. Based on these results, the researcher examined the implications of the professional news media's response direction to the platform environment.

A Study of Users' Perception of YouTube Regulation (유튜브 정보 규제에 대한 이용자들의 인식 연구)

  • Ham, Minjeong;Lee, Sang Woo
    • The Journal of the Korea Contents Association
    • /
    • v.20 no.2
    • /
    • pp.36-50
    • /
    • 2020
  • YouTube as a news channel is gaining popularity because it offers more interesting and in-depth news than traditional news media. However, YouTube has been criticized for its distribution of false information (or fake news) in Korea. Politicians are actively proposing a variety of bills to regulate YouTube's false information and a lot of studies proposed how to regulate YouTube's false information. This study looked at the users' experience and perception of false information and identified factors that affected the regulation of YouTube news. The results showed that the conservatives and the moderate groups were exposed to false information more than the progressives, and those in their 60s believed that false information was distributed on YouTube rather those in their 20s to 50s. The more people value freedom of expression, the more people trust TV Chosun news, the more people tend to oppose the regulation of information on YouTube. On the other hand, it turns out that the more people trust the news on both terrestrial broadcasting networks and JTBC, and the more people value the enlightening aspects on the news, the more they approve of Youtube regulation.

Content Analysis on the Characteristics of News-related Videos and Users' Reactions in the Local Broadcasting YouTube News Channels (지역 방송사 유튜브 뉴스 콘텐츠 특성과 이용자 반응에 관한 내용분석)

  • Joo, Eunsin
    • The Journal of the Korea Contents Association
    • /
    • v.20 no.9
    • /
    • pp.169-186
    • /
    • 2020
  • This study aims to examine the characteristics of news content and users' reactions in local broadcasting Youtube news' channel, and explore how the local media should response in the new online video environment. YouTube Open API sampled 3,950 news-related videos uploaded over a month on 31 YouTube news channels nationwide. The content analysis was performed on the basis of the analysis of individual videos, such as characteristics of each content and users' reactions. As a result, a few news channels have produced digital-only content, but the ratio has been very low, most were broadcast replay videos with titles and formats uploaded as they were. In some cases, it still operates as a comprehensive channel, which failed to show its expertise as an independent digital news platform. This shows that theses YouTube channels lacks differentiation from TV or its own web page, and is still skewed to the auxiliary role or online archive function of TV platform. Nevertheless, digital-only content, which can be a national issue based on regional expertise, has led to a higher number of views and users reactions, suggesting that is a realistic and effective strategy with expandability in online space in the future.

What are the Conflicts Covered on YouTube?: Topic Modeling of Conflict-related YouTube Contents (유튜브에서 다루어지는 갈등은 무엇인가?: 갈등 관련 유튜브 콘텐츠에 대한 토픽모델링)

  • Yon-Soo, Lim
    • The Journal of the Institute of Internet, Broadcasting and Communication
    • /
    • v.23 no.1
    • /
    • pp.23-28
    • /
    • 2023
  • This study aims to examine the characteristics of YouTube space, focusing on YouTube contents related to conflict. From 2012 to 2022, conflict-related contents posted on YouTube was collected and the major topics and characteristics were identified through topic modeling analysis. The results reveal that YouTube contents related to conflict consisted mainly of news reports on social structural conflicts and broadcast programs dealing with family conflicts. These results make us worry that YouTube space will function as a means of generating profits for existing broadcasting contents rather than expecting that it can be used as the public sphere for conflict-related issues. It is time for in-depth discussions on how our society will use YouTube in the future.

Effects of Selective Exposure to YouTube Political Videos on Attitude Polarization: Verifying Mediating Effects of Political Identification (유튜브 정치동영상의 선택적 노출과 정치적 태도극화: 정치성향별 내집단 의식의 매개효과 검증)

  • Ham, Minjeong;Lee, Sang Woo
    • The Journal of the Korea Contents Association
    • /
    • v.21 no.5
    • /
    • pp.157-169
    • /
    • 2021
  • YouTube has rapidly grown as a news media outlet. As political content without fact-checking is actively provided and YouTube algorithms are used for content recommendations, users are selectively exposed to certain political ideologies, which could escalate conflicts among political groups. In particular, the stronger the identification of in-group, the greater the antipathy toward outgroup, and the more exposed the content to the parties that support or oppose it, the stronger the identification or the antipathy can be. This study investigated the relationship between selective exposure and political attitude polarization in the context of political video on YouTube. Based on social identity theory, this study also found that political identification mediates the relationship between selective exposure and political attitude polarization.

The Network Analysis of the Diffusion on the Disaster Issue Via SNS based on Types of Information, Issue Contractiveness and Diffusion (재난 발생 시 SNS를 통해 확산된 재난 이슈 네트워크 분석: 유튜브의 정보 종류 및 이슈의 집중도·확산성을 중심으로)

  • Hong, Ju-Hyun
    • The Journal of the Korea Contents Association
    • /
    • v.18 no.3
    • /
    • pp.138-147
    • /
    • 2018
  • The network analysis is done to explore what kind if issues are diffused about earthquake and the role of social media. The types of disaster information is classified into formal and informal. The role of actor is classified based on the concentrativeness and the diffusion of issue. Youttube is functioned as a formal channel and an informal channel when disaster happened. In case of government's video, issue contractiveness is high but the diffusion is low. In case of media's video, issue contractiveness and the diffusion are all high. In case of individual channel, issue contractiveness is low, but diffusion is high. In disaster, youtube is a tool to respread the disaster issue. Government needs to try diffusion of government's news actively in disaster.

YouTube Users' Awareness of False Information Regulation and Exposure to Disinformation (유튜브 이용자들의 허위정보 노출경험 및 규제에 대한 인식 차이)

  • Kim, Sora
    • The Journal of the Korea Contents Association
    • /
    • v.22 no.8
    • /
    • pp.14-32
    • /
    • 2022
  • This study aims to examine the perception of false information and deepfakes according to the experience of being exposed to false information and deepfake images for YouTube content users. The study used the data from 'YouTube Use and False Information Exposure Experience' conducted by the Korea Press Foundation in 2018. For the statistical analysis, correspondent analysis was employed. The main results followed as: First, it was found that men who have been exposed to false information are most seriously aware of the problems caused by false information on YouTube. Second, regarding the need for regulation on deepfake images, women who have experienced exposure to deepfake images tended to agree, and women had a stronger awareness of the need for regulation due to damage to deepfake images than men. While YouTube users generally agree that regulation is necessary, it is required to educate YouTube users about the types of disinformation and deepfakes. In particular, it is considered to be desirable to create an environment for the self-regulation of the producers and distributors.

Delphi Research on the Terms and Components of Proper Youtube Use (올바른 유튜브 사용 용어 및 구성 요소에 대한 델파이 연구)

  • Jang, Sung-Ho;Oh, Seong-Eun;Shin, Jung-Mi;Shin, Sung-Man
    • Journal of Digital Convergence
    • /
    • v.19 no.6
    • /
    • pp.53-60
    • /
    • 2021
  • The purpose of this study is to examine the terms and components related to the proper use of YouTube. The Delphi was conducted on 11 panels and the results are as follows. First, as a result of examining how the use of YouTube will change in the future, it is agreed that it will be used more actively and more diverse than now, but that maladaptive problems such as fake news and addictive use will occur. Second, the terminology of proper/improper use of Youtube was derived as 'adaptive use' and 'maladaptive use'. Third, as a result of the components of adaptive use of YouTube, it is that were 'Information and content sorting ability', 'Self-regulation ability', 'Information acquisition and delivery ability', 'Understanding motivation and desire to use', 'Time-of-use control ability', 'Consideration of ripple effect'. Finally, the implications and limitations of this study were discussed.

The Effect of Social Trust and Conflict Perception on News Use (사회 신뢰와 갈등 인식이 뉴스 이용에 미치는 영향 : 지상파, 종합편성, 온라인채널을 중심으로)

  • Kim, Hyoung-Jee;Kim, Young Yim;Huh, Eun
    • The Journal of the Korea Contents Association
    • /
    • v.19 no.4
    • /
    • pp.150-161
    • /
    • 2019
  • This study analyzed the impact of social trust and conflict perception of news users on news use. To this end, 548 adults aged 20 and under 69 were surveyed online. The analysis results are as follows. First, the level of awareness of social conflict has been shown according to people's political orientation. Second, the higher the trust in society, the greater the use of news regardless of land-based, comprehensive, and online channels. Third, the perception of social conflict was related to the use of news through JTBC, TV Chosun, Channel A and YouTube. Fourth, the age and political orientation of news users influenced the use of news by channel. Finally, the more progressive the tendency was to use news through JTBC or to watch news on portals. On the other hand, the more progressive the use of news through three terrestrial broadcasters, TV Chosun, and Channel A decreased. In conclusion, this study is meaningful in terms of the user-oriented discussion of the news environment and the impact of an individual's social perception on news use.