• Title/Summary/Keyword: 언론 빅데이터

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News Big Data Analysis of 'Tap Water Larvae' Using Topic Modeling Analysis (토픽 모델링을 활용한 '수돗물 유충' 뉴스 빅데이터 분석)

  • Lee, Su Yeon;Kim, Tae-Jong
    • The Journal of the Korea Contents Association
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    • v.20 no.11
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    • pp.28-37
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    • 2020
  • This study was conducted to propose measures to improve crisis response to environmental issues by analyzing the news big data on the 'tap water larvae' situation and identifying related major keywords and topics. To accomplish this, 1,975 cases of 'tap water larvae' reported between July 13 to August 31, 2020 were divided into three periods and analyzed using topical modeling techniques. The analysis output 15 topics for each period. According to the result, the 'tap water larvae' incident, as reported in the media, is divided into the occurrence, diffusion, and rectification stages. The government's response and civilian risk consciousness and reaction could also be seen. Based on the result, the following measures to respond to environment risk is proposed. First, it is necessary to explore the various intertwined context with the 'tap water larvae' incident at its core and develop responsiveness to environmental problems through education which forms integrated views. Second, a role to monitor the environment must be implemented and civilian-participated environmental information must be shared through the application of internet communities. Third, the cultivation and deployment of environmental communicators who provide and communicate fast and accurate environment information is required. This study, as the first in Korea to use the topic modeling analysis method based on big data related to 'tap water larvae', has academic significance in that it has empirically and systematically analyzed environmental issues which appear as unstructured data. It also political significance as it suggests ways to improve environmental education and communication.

Analysis of articles on water quality accidents in the water distribution networks using big data topic modelling and sentiment analysis (빅데이터 토픽모델링과 감성분석을 활용한 물공급과정에서의 수질사고 기사 분석)

  • Hong, Sung-Jin;Yoo, Do-Guen
    • Journal of Korea Water Resources Association
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    • v.55 no.spc1
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    • pp.1235-1249
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    • 2022
  • This study applied the web crawling technique for extracting big data news on water quality accidents in the water supply system and presented the algorithm in a procedural way to obtain accurate water quality accident news. In addition, in the case of a large-scale water quality accident, development patterns such as accident recognition, accident spread, accident response, and accident resolution appear according to the occurrence of an accident. That is, the analysis of the development of water quality accidents through key keywords and sentiment analysis for each stage was carried out in detail based on case studies, and the meanings were analyzed and derived. The proposed methodology was applied to the larval accident period of Incheon Metropolitan City in 2020 and analyzed. As a result, in a situation where the disclosure of information that directly affects consumers, such as water quality accidents, is restricted, the tone of news articles and media reports about water quality accidents with long-term damage in the event of an accident and the degree of consumer pride clearly change over time. could check This suggests the need to prepare consumer-centered policies to increase consumer positivity, although rapid restoration of facilities is very important for the development of water quality accidents from the supplier's point of view.

Analysis of public opinion in the 20th presidential election using YouTube data (유튜브 데이터를 활용한 20대 대선 여론분석)

  • Kang, Eunkyung;Yang, Seonuk;Kwon, Jiyoon;Yang, Sung-Byung
    • Journal of Intelligence and Information Systems
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    • v.28 no.3
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    • pp.161-183
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    • 2022
  • Opinion polls have become a powerful means for election campaigns and one of the most important subjects in the media in that they predict the actual election results and influence people's voting behavior. However, the more active the polls, the more often they fail to properly reflect the voters' minds in measuring the effectiveness of election campaigns, such as repeatedly conducting polls on the likelihood of winning or support rather than verifying the pledges and policies of candidates. Even if the poor predictions of the election results of the polls have undermined the authority of the press, people cannot easily let go of their interest in polls because there is no clear alternative to answer the instinctive question of which candidate will ultimately win. In this regard, we attempt to retrospectively grasp public opinion on the 20th presidential election by applying the 'YouTube Analysis' function of Sometrend, which provides an environment for discovering insights through online big data. Through this study, it is confirmed that a result close to the actual public opinion (or opinion poll results) can be easily derived with simple YouTube data results, and a high-performance public opinion prediction model can be built.

Analizing Korean media reports on security guard : focusing on visual analysis

  • Park, Su-Hyeon;Shin, Min-Chul;Cho, Cheol-Kyu
    • Journal of the Korea Society of Computer and Information
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    • v.24 no.11
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    • pp.195-200
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    • 2019
  • The purpose of this paper is to explore security guard's status and roles in society through media reports. Research method is to anlyze security Guard's 'Keyword Trend' and 'Keyword Frequency Analysis' by 'Big Kind' which enables 'News Big Data' analysis. The result came out by the analysis in sectional private security guard's history of settling down, growing up (quantity), and growing up (quality) by separating generations is that there are lots of attention and exposure from media about crime, security guard job, minimum wage, and 'Gabjil', but the images of security guard are recognized as victim of crime and 'Gabjil', and working in poor environment with minimum waged and ambiguous job, instead of people preventing crimes. In the future, stabilizing security guard's social status and work responsibility, and developing job professionalism are necessary to improve the images of security guard.

An Analysis of Fishing Village Tourism Issues Reported in Korea Media (국내 언론에 보도된 어촌관광 이슈의 변동 분석)

  • Ji-Yeong Ko;Chae-wan Lee
    • Journal of the Korean Society of Marine Environment & Safety
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    • v.30 no.4
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    • pp.299-307
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    • 2024
  • Fishing villages, which are the focus of this study, are interested in fishing tourism for creating a new income base and sustaining fishing communities. This is because the extraordinary nature of the fishing village space creates new values in line with the function of tourism, however, the related policies are less than adequate compared to the importance of fishing village tourism. Therefore, this study aims to analyze the interest of Korean society in fishing village tourism the manner in which this issue has changed over time. Using the news analysis system, BigKinds, we systematically collected and analyzed articles related to fishing village tourism reported in the domestic media. The results showed that social interest in fishing village tourism and government policy support had increased over time, suggesting that fishing village tourism was an important strategy that could revitalize local economies and prevent the disappearance of fishing villages.

Kakao Talk, Internet fake news identification service using Bi-LSTM and topic modeling (Bi-LSTM과 토픽모델링을 활용한 카카오톡, 인터넷 가짜뉴스 판별 서비스)

  • Shim, Kuk-Bo;Lee, Seung-Ho;Jeong, Jun-Ho;Lee, Ki-Young
    • Proceedings of the Korea Information Processing Society Conference
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    • 2021.11a
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    • pp.1082-1084
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    • 2021
  • 현재 영어 기반의 기술 팩트체크 서비스는 다양하지만 한국 기반 팩트체크 서비스는 비기술적(언론인 등 전문가의 교차 검증을 통한 팩트체크)이 주를 이루고 있으며, 기술 팩트체크 서비스가 많이 시행되지 않고 있다. 본 논문에서는 기술적인 요소와 비기술적인 요소의 서비스를 함께 사용할 때 허위 정보를 가장 정확하게 식별할 수 있기 때문에 한국어 기반의 자연어 처리 기술을 이용한 팩트체킹 서비스를 제안한다.

자율운항선박 상용화에 따른 해양경찰관련 법령 개선 방안 - 해양경찰청 소관 법령 중심으로 -

  • 장우태;박현탁
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2023.05a
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    • pp.169-170
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    • 2023
  • 사물인터넷(loT), 인공지능, 빅데이터 등 빠르게 발전하는 기술을 기반으로 개발 중인 자율운항선박(MASS)의 개발이 유럽(독일, 노르웨이, 스웨덴, 독일, 노르웨이 등), 미국, 일본, 중국 등 다양한 나라에서 이루어지고 있다. 산업통산자원부는 2022년 11월 3일 자율운항에 필요한 항해·기관 자동화 시스템 등의 핵실기술 개발과 자율운항 해상 시험선 실증을 수행하는 자율운항선박 성능실증센터를 준공하여 미래 해운산업에 박차를 가하고 있다. 해양주권 수호, 수색·구조, 해상질서유지, 해양범죄예방·수사, 해양오염방제 등 바다에서의 수호자 역할을 수행하는 해양경찰의 변화는 무엇보다 중요하겠다. 이에 국내·외 서적, 연구논문, 보고서, 언론자료 등의 분석을 통해 자율운항선박 등 미래발전에 대한 관심을 가지고, 해양경찰의 개선방안을 논의해 보고자 한다.

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Consumption behavior in similar areas in Seoul Comparative analysis and diagnosis of deficient industries (서울시 유사지역 내 소비행태 비교분석 및 미비 업종 진단)

  • Daun Choi;Hyunji Shim ;Suhwan Jo;Jung Yum;Taewon Kim;Minjoo Cho;Jin Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.394-395
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    • 2023
  • 본 연구는 최근 서울시의 모든 지역이 과밀억제권역에 해당되는 문제를 해결하는 방법을 분석하였다. 서울시 행정동별 소득수준, 사업체 통계, 거주인구 데이터, 매출액, 대중교통 승차 승객 수 등의 변수를 활용하여 2번의 클러스터링을 거쳐 진행하였다. 2번에 걸쳐 클러스터링 된 군집별 특징을 바탕으로 서울시 내 미비 업종 진단을 제안한다.

Two-faced Platform on the Internet: Square of Openness/Sharing/Participation and Market of Tracking/Surveillance/Control (인터넷의 이중적 플랫폼: 공개.공유.참여의 광장이자 추적.감시.통제의 시장)

  • Jo, Dong-Won
    • Korean journal of communication and information
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    • v.64
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    • pp.5-30
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    • 2013
  • This paper conceptualizes the two-faced platform based on interface studies and two-sided market theory to critically analyze today's information technology culture such as the Internet. With this conceptual framework, the Internet can be investigated to have two faces, in which the square of user's openness, sharing, and participation is unfold on the front face, whereas the market of tracking, surveillance, and control of user's activities is formed on the other face. The two faces contradictorily coexist, resulting in technological and cultural dynamics on the Internet. Therefore, the Internet today as a two-faced platform can be described as a square-market interface. By analyzing on transformation of the web architecture, shift of informational commodity from content to data, and web bugs' user tracking across two faces, it examines how the world wide web itself can function as a two-faced platform. Lastly, implications and further works are suggested to improve the two-faced platform as a conceptual framework and to deeply analyze broader information technology culture based on it.

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A Case Study of Producing Infographics Using Tableau Public (Tableau Public을 이용한 인포그래픽 제작 사례연구)

  • Kim, Dong Hwan
    • Spatial Information Research
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    • v.23 no.2
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    • pp.21-29
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    • 2015
  • Recently, according to the increasingly populated data, many media and organizations focus on big data, data visualization, information visualization and infographics. Domestically, Chosun.com and Hankyoreh online have improved on the data visualization field and internationally, the Guardian, Wall Street Journal, and New York Times are the leading companies on that area. Until now, many people have recognized infographics as a design-oriented product in Korea. However, one of significant data visualization programs, Tableau Public, can visualize data more efficiently. In this paper, Data Visualization Methods Quadrant for Policy Making is defined, and data analysis and producing infographics are executed. As used data, World Bank open source was adopted and using the number of passenger cars per 1,000 people, two analysis results are extracted. First, in high income group, the more GNI per capita, the lesser Slope is represented and in mid income group, the more GNI per capita positively affects to Slope. Second, in the global finance crisis, the car ownership rate was about 1.7 times than the usual state in the global economy. Through the case study, this paper suggests that the direction of producing infographics should be changed from design-oriented to data-oriented. Moreover, the data-oriented infographics should be propagated as means of scientific research and policy making.