• Title/Summary/Keyword: 가짜뉴스

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AI-based language generation model analysis (인공지능 기반의 언어 생성 모델 분석)

  • Lee, Seung Cheol;Jang, Yonghun;Park, Chang-Hyeon;Seo, Yeong-Seok
    • Proceedings of the Korea Information Processing Society Conference
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    • 2020.05a
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    • pp.519-522
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    • 2020
  • 1989년에 WWW(World Wide Web)이 도입 되면서 세계적으로 인터넷의 보급이 시작되었다. 정보화 시대라고 알려진 3차 산업혁명 이후로 대량의 정보들이 소셜 미디어를 통하여 생산되었다. 소셜미디어는 2007년에 인터넷 사용자들 중 56%의 이용률을 보였지만 2008년 2분기에는 75%의 이용률로 증가함에 따라 대부분의 사용자들이 많이 사용하며 의존하게 되었다. 또한 소셜 미디어를 통해 발생 되는 데이터들을 이용하여 기업들은 이윤 창출을 할 수 있다. 하지만 이러한 소셜 미디어는 악의적인 목적을 통해 주가 조작, 정치적 선동 등을 할 수 있는 가짜 뉴스와 허위 정보들을 생성할 수 있으며 이에 따라 대책이 시급하다. 또한 가짜 뉴스는 사람이 글을 작성할 수도 있지만 최근 인공지능 기술의 발달에 따라 프로그램을 통해 자동적으로 생성 될 수도 있다. 본 논문에서는 이와 같은 실제 뉴스와 인공지능을 기반으로 한 뉴스를 분석한다. Kaggle에서 실제 뉴스 데이터를 수집하여 헤드라인을 OpenAI의 GPT-2 언어 모델을 통해 뉴럴 가짜 뉴스를 생성 하였다. 파이썬의 NLTK 모듈을 이용하여 전처리를 진행하였고 t-검정과 박스 플롯을 활용하여 분석을 진행하였다. 분석된 주요 속성들을 의사결정트리를 통해 모델 검증을 하였고 k-fold 교차검증을 통해 분류 모델을 평가하였다. 결과로 전체 분류 정확도 평균 89%의 성능을 보여주었다.

A study for the Korean National R&D Policy through 'Fake News Finding' in artificial intelligence Challenge (인공지능 기술을 활용한 '가짜뉴스 찾기' 챌린지를 통한 국내 R&D 지원 시스템의 방향성에 대한 연구)

  • Chun, Kwang-ho;Ha, Sun-woo
    • Proceedings of the Korea Contents Association Conference
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    • 2018.05a
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    • pp.513-514
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    • 2018
  • 우리 정부는 신기술인 지능정보기술의 효과 실현을 극대화하고, 선진 기술 확보를 가속화하기 위해 기존 추격형을 넘어선 선도형 R&D 지원체계가 필수적인 상황을 인지하고 있다. 특히, 미국 등 선진국에서는 신기술 분야에 대한 효과 극대화와 R&D 촉진을 위해 도전 경쟁형 R&D 지원체계를 활용한 R&D 추진을 활발히 지원하고 있다. 세계적으로 첨단 미개척 인공지능 분야의 연구 진작을 위해 우리정부는 지난 '17년부터 도전형 경쟁형 개방형 R&D 지원 체계인 '인공지능 R&D 챌린지' 도입하여 지원하고 있다. 이에 본 논문에서는 인공지능 R&D 챌린지의 가짜뉴스 찾기를 통해 국내 R&D의 지원방향에 대해 검토해 보았다.

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Exploratory Study on the Factors influencing Critical News Use Strategies: Focusing on the Main Effects and Interaction Effects of News Fatigue, Political Sophistication, Knowledge System of News, and News View (비판적 뉴스 이용 전략에 영향 미치는 요인에 대한 탐색적 연구: 뉴스 피로감, 정치적 세련도, 뉴스에 대한 지식 체계, 뉴스관의 주효과와 상호작용 효과를 중심으로)

  • Lee, Jeng Hoon
    • The Journal of the Korea Contents Association
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    • v.19 no.11
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    • pp.578-592
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    • 2019
  • This study investigated the main effect and interaction effect of independent variables such as news fatigue, political sophistication, knowledge system of news, and news view on reflective news use and partisan news use. This study employed multiple regression analysis and Two way ANOVA. The positive relationship between news fatigue and critical news use strategies was found. Exploring the factors to news processing strategies, the study suggested the potential direction of news education.

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
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    • v.20 no.2
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    • pp.36-50
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    • 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.

Analysis of the Manpyeong of the KyungHyang Shinmun and JoongAng Ilbo based on the May 18 Democratic Uprising (5·18민주화운동을 소재로 하는 경향신문과 중앙일보의 만평 분석)

  • Park, Kyung-Pyo
    • The Journal of the Korea Contents Association
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    • v.21 no.6
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    • pp.466-479
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    • 2021
  • Fake news is flooded with fake news that mixes untrue falsehoods in whole or in part. In order to create a frame for political and social purposes, news is mainly created by combining facts with fakes, or news is created for the purpose of incitement to encourage distortion and hatred. In particular, some media, including over-the-air broadcasting, are expressing their political bias in a specific direction without hesitation. Even if the press has political bias, if it is based on the delivery of facts, a trusted media environment can be achieved under the mutual checks of conservatives and progressives. The May 18 Democratic Uprising is a painful history and fact of modern history, leaving remuneration and progress. Nevertheless, there is still a view that the May 18 Democratic Uprising is regarded as 'democracy movement' and 'violence'. This study analyzed how the conservative JoongAng Ilbo and the progressive Kyunghyang Shinmun Manpyeong deal with the May 18 Democratic Uprising. The Manpyeong of the two newspapers differs greatly from the viewpoint of the May 18 Democratic Uprising. The liberal tendency of the Kyunghyang Shinmun Manpyeong has great significance in that it reveals the essence of the event and satirizes the subject. On the other hand, the conservative JoongAng Ilbo Manpyeong cannot approach the nature of the case or the object of satire due to ambiguity.

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
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    • v.21 no.4
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    • pp.628-644
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    • 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.

An Analysis of the Fake News Assessment Criteria on Fact-check Coverage (팩트체크 보도의 가짜뉴스 판단 기준 검토)

  • Baek, Kanghui
    • The Journal of the Korea Contents Association
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    • v.20 no.2
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    • pp.172-181
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    • 2020
  • This study examines the fact-check coverage provided by the SNU fact-check center site(factcheck.snu.ac.kr). A total of 50 articles that were cross-checked by multiple news media organizations were analyzed. The study's variables were topics, types, characteristics, consistency of the news media organizations' judgement, and fact-check sources. This study found that fact-checking coverage was generally focused on presidential or general election candidates or politicians, as well as political topics. The types of fact-checking coverage primarily included factual information, as well as some opinions or interpretations. Fact-check coverage was mainly focused on the facts of the statements themselves, causal relationships, or the timing or target of the comparison criteria. On average, the fact-checking coverage most frequently assigned the judgment 'mostly false, and primarily used interviews of individuals or data from organizations involved in the issue, government data, and experts' statements as the bases for its fact-checking judgements.