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Chunking Annotation Corpus Construction for Keyword Extraction in News Domain (뉴스 기사 키워드 추출을 위한 구묶음 주석 말뭉치 구축)

  • Kim, Tae-Young;Kim, Jeong Ah;Kim, Bo Hui;Oh, Hyo Jung
    • Annual Conference on Human and Language Technology
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    • 2020.10a
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    • pp.595-597
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    • 2020
  • 빅데이터 시대에서 대용량 문서의 의미를 자동으로 파악하기 위해서는 문서 내에서 주제 및 내용을 포괄하는 핵심 단어가 키워드 단위로 추출되어야 한다. 문서에서 키워드가 될 수 있는 단위는 복합명사를 포함한 단어가 될 수도, 그 이상의 묶음이 될 수도 있다. 한국어는 언어적 특성상 구묶음 개념이 적용되는 데, 이를 통해 주요 키워드가 될 수 있는 말덩이 추출이 가능하다. 따라서 본 연구에서는 문서에서 단어뿐만 아니라 다양한 단위의 키워드 묶음을 태깅하는 가이드라인 정의를 비롯해 태깅도구를 활용한 코퍼스 구축 방법론을 고도화하고, 그 방법론을 실제로 뉴스 도메인에 적용하여 주석 말뭉치를 구축함으로써 검증하였다. 본 연구의 결과물은 텍스트 문서의 내용을 파악하고 분석이 필요한 모든 텍스트마이닝 관련 기술의 기초 작업으로 활용 가능하다.

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"위험한 이야기"에서 오인된 지식

  • 한국원자력산업회의
    • Nuclear industry
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    • v.8 no.9 s.67
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    • pp.17-27
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    • 1988
  • 최근 일본의 원자력 비판운동은 이방원전의 부하추종운전시험 반대를 계기로 새로운 전개를 보이고 있는데, 이 반대움직임은 선동적인 내용으로 원자력발전에 대한 반대감정을 자극한 광뢰 륭씨 저 ${\ulcorner}$위험한 이야기${\lrcorner}$에 의해서 시작되었다고 할 수 있다. 그러나 이 책의 내용에는 과학적인 지식을 잘못 인식한 주장과 신문기사 및 논문의 인용에 모순과 의문이 많으며, 또한 불확실한 정보에 근거를 둔 내용도 많다. 따라서 일본원자력문화진흥재단에서는 이러한 부분을 분석정리하여 ${\ulcorner}'$위험한 이야기'의 오인${\lrcorner}$이란 자료를 발간하였다. 다음은 이 자료를 요약한 것이다.

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전가동향

  • Korea Electrical Manufacturers Association
    • 전기산업
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    • v.12 no.9
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    • pp.93-98
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    • 2001
  • 본 내용은 전기산업 6월호에 게재되었던 "개정된 전기사업법 논란확대"기사(105쪽)와 관련하여 한국전기안전공사에서 개정 법규에 대한 취지와 배경을 요약, 발표하는 자료입니다.

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CD-ROM과 멀티미디어

  • Korea Database Promotion Center
    • Digital Contents
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    • no.12 s.7
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    • pp.18-18
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    • 1993
  • 93년 11월 멀티미디어 전문 리포트인 멀티미디어 모니터에 충격적인 기사가 실렸다. 영어를 그대로 사용하면 "In the CD-ROM market, all that glitters is not consumer multimedia"이다. 내용을 일부 요약하면 다음과 같다.

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21세기 과학기술 진흥정책

  • Seo, Jeong-Uk
    • Radioisotope journal
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    • v.14 no.2
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    • pp.2-6
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    • 1999
  • 본 기사는 지난 5월 24일 과학기술포럼 주관 토론회에서 서정욱 과학기술부 장관이 '21세기 과학기술 진흥정책'을 주제로 강연한 내용입니다.

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An Analysis of the Comparative Importance of Systematic Attributes for Developing an Intelligent Online News Recommendation System: Focusing on the PWYW Payment Model (지능형 온라인 뉴스 추천시스템 개발을 위한 체계적 속성간 상대적 중요성 분석: PWYW 지불모델을 중심으로)

  • Lee, Hyoung-Joo;Chung, Nuree;Yang, Sung-Byung
    • Journal of Intelligence and Information Systems
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    • v.24 no.1
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    • pp.75-100
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    • 2018
  • Mobile devices have become an important channel for news content usage in our daily life. However, online news content readers' resistance to online news monetization is more serious than other digital content businesses, such as webtoons, music sources, videos, and games. Since major portal sites distribute online news content free of charge to increase their traffics, customers have been accustomed to free news content; hence this makes online news providers more difficult to switch their policies on business models (i.e., monetization policy). As a result, most online news providers are highly dependent on the advertising business model, which can lead to increasing number of false, exaggerated, or sensational advertisements inside the news website to maximize their advertising revenue. To reduce this advertising dependencies, many online news providers had attempted to switch their 'free' readers to 'paid' users, but most of them failed. However, recently, some online news media have been successfully applying the Pay-What-You-Want (PWYW) payment model, which allows readers to voluntarily pay fees for their favorite news content. These successful cases shed some lights to the managers of online news content provider regarding that the PWYW model can serve as an alternative business model. In this study, therefore, we collected 379 online news articles from Ohmynews.com that has been successfully employing the PWYW model, and analyzed the comparative importance of systematic attributes of online news content on readers' voluntary payment. More specifically, we derived the six systematic attributes (i.e., Type of Article Title, Image Stimulation, Article Readability, Article Type, Dominant Emotion, and Article-Image Similarity) and three or four levels within each attribute based on previous studies. Then, we conducted content analysis to measure five attributes except Article Readability attribute, measured by Flesch readability score. Before conducting main content analysis, the face reliabilities of chosen attributes were measured by three doctoral level researchers with 37 sample articles, and inter-coder reliabilities of the three coders were verified. Then, the main content analysis was conducted for two months from March 2017 with 379 online news articles. All 379 articles were reviewed by the same three coders, and 65 articles that showed inconsistency among coders were excluded before employing conjoint analysis. Finally, we examined the comparative importance of those six systematic attributes (Study 1), and levels within each of the six attributes (Study 2) through conjoint analysis with 314 online news articles. From the results of conjoint analysis, we found that Article Readability, Article-Image Similarity, and Type of Article Title are the most significant factors affecting online news readers' voluntary payment. First, it can be interpreted that if the level of readability of an online news article is in line with the readers' level of readership, the readers will voluntarily pay more. Second, the similarity between the content of the article and the image within it enables the readers to increase the information acceptance and to transmit the message of the article more effectively. Third, readers expect that the article title would reveal the content of the article, and the expectation influences the understanding and satisfaction of the article. Therefore, it is necessary to write an article with an appropriate readability level, and use images and title well matched with the content to make readers voluntarily pay more. We also examined the comparative importance of levels within each attribute in more details. Based on findings of two studies, two major and nine minor propositions are suggested for future empirical research. This study has academic implications in that it is one of the first studies applying both content analysis and conjoint analysis together to examine readers' voluntary payment behavior, rather than their intention to pay. In addition, online news content creators, providers, and managers could find some practical insights from this research in terms of how they should produce news content to make readers voluntarily pay more for their online news content.

Effects of Display Size of Digital Media on the Reliability of the Information Contents (디지털미디어의 화면 크기로 인한 사용성의 차이가 기사 정보의 신뢰도에 미치는 영향)

  • Ki, Hyun-Young;Lee, Ju-Hwan
    • Science of Emotion and Sensibility
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    • v.15 no.1
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    • pp.65-72
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    • 2012
  • People receive information through various media, such as newspapers, TV, radio, magazines, or internet, etc. In particular, through the development of the internet and smart-phone they can interact with media and receive information in real time via handheld devices. However the types of information and media could affect the reliability of news information. In this study, it was the main interest how the usability in the new media with the interactivity, such as a desktop, tablet, and smart-phone affects the user's evaluation on the contents displayed by the different new media. Therefore, the present study was conducted to investigate the effect of the usability from the different display size of media and the different contents of articles on the reliability of information empirically. The results showed that the contents of the articles interacting with different devices affect the reliability of information. These findings propose the considerations on the effects of characteristic usability of the new media in the stages of the development of the media contents.

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