基于文本挖掘方法的台风前期与近期新闻内容分析与比较

J. Hsieh, 楊苾淳, 謝吉隆, Bi-chun Yang
{"title":"基于文本挖掘方法的台风前期与近期新闻内容分析与比较","authors":"J. Hsieh, 楊苾淳, 謝吉隆, Bi-chun Yang","doi":"10.6120/JOEMILS.201811.55(3).0022.RS.BM","DOIUrl":null,"url":null,"abstract":"This study investigated early and recent news reports on typhoons and typhoon-related disasters released by United Daily News from the perspectives of language construction, core meanings, and reporting trends. This study collected news reports from January 1, 1986 to December 31, 1996, and from January 1, 2006 to December 31, 2016, representing early and recent news respectively. The study employed text mining and frame analysis methods and studied the “frame” difference of news media over the past three decades. An analysis of the language construction of the news reports revealed that, concerning the subject of social communication, recent typhoon reports often utilized opinions from different social “actors” to increase the conflicts and violations of norms and human rights. From early to recent period, it is found that news frame are transiting from the early “response to nature” to the recent “response to society”. The former focuses on the information transmission of natural disasters, while the latter expends the focus of attention to the whole society, including the role of experts, social systems, and the actions of individual or collective actors. We believed that the study provides verifiable empirical data, uses text mining methods to assist in detecting or searching target texts, automates the detection of topics, and finds out important keyword pairs, and hopes to serve as a reference for future applied data science methods in qualitative hybrid research.","PeriodicalId":52462,"journal":{"name":"Journal of Educational Media and Library Sciences","volume":"41 1","pages":"285-318"},"PeriodicalIF":0.0000,"publicationDate":"2018-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A content analysis and comparison of typhoon news in early and recent periods based on the text-mining approach\",\"authors\":\"J. Hsieh, 楊苾淳, 謝吉隆, Bi-chun Yang\",\"doi\":\"10.6120/JOEMILS.201811.55(3).0022.RS.BM\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study investigated early and recent news reports on typhoons and typhoon-related disasters released by United Daily News from the perspectives of language construction, core meanings, and reporting trends. This study collected news reports from January 1, 1986 to December 31, 1996, and from January 1, 2006 to December 31, 2016, representing early and recent news respectively. The study employed text mining and frame analysis methods and studied the “frame” difference of news media over the past three decades. An analysis of the language construction of the news reports revealed that, concerning the subject of social communication, recent typhoon reports often utilized opinions from different social “actors” to increase the conflicts and violations of norms and human rights. From early to recent period, it is found that news frame are transiting from the early “response to nature” to the recent “response to society”. The former focuses on the information transmission of natural disasters, while the latter expends the focus of attention to the whole society, including the role of experts, social systems, and the actions of individual or collective actors. We believed that the study provides verifiable empirical data, uses text mining methods to assist in detecting or searching target texts, automates the detection of topics, and finds out important keyword pairs, and hopes to serve as a reference for future applied data science methods in qualitative hybrid research.\",\"PeriodicalId\":52462,\"journal\":{\"name\":\"Journal of Educational Media and Library Sciences\",\"volume\":\"41 1\",\"pages\":\"285-318\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Educational Media and Library Sciences\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.6120/JOEMILS.201811.55(3).0022.RS.BM\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Arts and Humanities\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Educational Media and Library Sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.6120/JOEMILS.201811.55(3).0022.RS.BM","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Arts and Humanities","Score":null,"Total":0}
引用次数: 0

摘要

本研究从语言结构、核心意义和报道趋势三个方面对《联合报》早期和近期发布的台风及台风相关灾害的新闻报道进行了考察。本研究收集了1986年1月1日至1996年12月31日和2006年1月1日至2016年12月31日的新闻报道,分别代表早期新闻和近期新闻。本研究采用文本挖掘和框架分析的方法,研究了近三十年来新闻媒体的“框架”差异。分析新闻报道的语言建构可以发现,在社会传播主体方面,近年来的台风报道经常利用不同社会“行动者”的意见,增加冲突和违反规范和人权的行为。从早期到近期,我们发现新闻框架正在从早期的“回应自然”向近期的“回应社会”过渡。前者侧重于自然灾害的信息传递,而后者将关注的焦点扩展到整个社会,包括专家的作用、社会系统、个体或集体行为者的行动。我们认为本研究提供了可验证的经验数据,利用文本挖掘方法辅助目标文本的检测或搜索,实现主题的自动化检测,发现重要的关键字对,希望为未来数据科学方法在定性混合研究中的应用提供参考。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A content analysis and comparison of typhoon news in early and recent periods based on the text-mining approach
This study investigated early and recent news reports on typhoons and typhoon-related disasters released by United Daily News from the perspectives of language construction, core meanings, and reporting trends. This study collected news reports from January 1, 1986 to December 31, 1996, and from January 1, 2006 to December 31, 2016, representing early and recent news respectively. The study employed text mining and frame analysis methods and studied the “frame” difference of news media over the past three decades. An analysis of the language construction of the news reports revealed that, concerning the subject of social communication, recent typhoon reports often utilized opinions from different social “actors” to increase the conflicts and violations of norms and human rights. From early to recent period, it is found that news frame are transiting from the early “response to nature” to the recent “response to society”. The former focuses on the information transmission of natural disasters, while the latter expends the focus of attention to the whole society, including the role of experts, social systems, and the actions of individual or collective actors. We believed that the study provides verifiable empirical data, uses text mining methods to assist in detecting or searching target texts, automates the detection of topics, and finds out important keyword pairs, and hopes to serve as a reference for future applied data science methods in qualitative hybrid research.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Educational Media and Library Sciences
Journal of Educational Media and Library Sciences Arts and Humanities-Conservation
CiteScore
0.50
自引率
0.00%
发文量
0
期刊介绍: The JoEMLS is an Open Access (OA) Dual, double-blind reviewed and international scholarly journal dedicated to making accessible the results of research across a wide range of Information & Library-related disciplines. The JoEMLS invites manuscripts for a professional information & library audience that report empirical, historical, and philosophical research with implications for librarianship or that explore theoretical and practical aspects of the field. Peer-reviewed articles are devoted to studies regarding the field of library science, information science and IT, the book trade and publishing.
期刊最新文献
台灣中小學教師「個人資料保護法」理解之初探 The Effectiveness of School Libraries on Students’ Reading Engagement and Learning Achievement: A Case of Rural Schools in Hunan, China Effects of Public Library Storytelling Activities on Children’s Reading Literacy Development: From Caregivers’ Perspectives Development and Evaluation of Emotional Conversation System Based on Automated Text Generation Quality discussion and high-level comprehension: An analysis of Taiwanese college students
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1