Temporal topics in online news articles: Migration crisis in Venezuela

Paulette Vázquez, J. C. Garcia, M. J. Luna, Carmen Vaca
{"title":"Temporal topics in online news articles: Migration crisis in Venezuela","authors":"Paulette Vázquez, J. C. Garcia, M. J. Luna, Carmen Vaca","doi":"10.1109/ICEDEG48599.2020.9096804","DOIUrl":null,"url":null,"abstract":"The migration process of citizens of a country in crisis can be extended by months or years depending on the social, economic, political, institutional situation of the country of origin. There are several articles that approach Venezuelan migration based on information provided by international organizations such as ONU and ACNUR. However, so far there is not a study that analyzes the information media offers about this issue, so we have temporarily analyzed online news to be able to obtain the topics that emerges from this social phenomenon. First, we extract 10K news articles published online in different newspapers across Latin America since 2015 until May 2019. Second, we build a binary classifier to discriminate whether the article is related to migration or not. Finally we apply topic modeling and word embeddings techniques to extract the most important issues discussed each year. The automatic text analysis, in time, reveals how the country moves from an intense migratory flow to an exodus of people of all ages and conditions who are welcomed by the host countries of the region starting with the closest neighbors. Our temporal analysis shows evidence that the migration process continues to increase and it is spreading throughout the continent mainly due to unemployment, insecurity and the lack of medicines and food.","PeriodicalId":261509,"journal":{"name":"2020 Seventh International Conference on eDemocracy & eGovernment (ICEDEG)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 Seventh International Conference on eDemocracy & eGovernment (ICEDEG)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICEDEG48599.2020.9096804","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

The migration process of citizens of a country in crisis can be extended by months or years depending on the social, economic, political, institutional situation of the country of origin. There are several articles that approach Venezuelan migration based on information provided by international organizations such as ONU and ACNUR. However, so far there is not a study that analyzes the information media offers about this issue, so we have temporarily analyzed online news to be able to obtain the topics that emerges from this social phenomenon. First, we extract 10K news articles published online in different newspapers across Latin America since 2015 until May 2019. Second, we build a binary classifier to discriminate whether the article is related to migration or not. Finally we apply topic modeling and word embeddings techniques to extract the most important issues discussed each year. The automatic text analysis, in time, reveals how the country moves from an intense migratory flow to an exodus of people of all ages and conditions who are welcomed by the host countries of the region starting with the closest neighbors. Our temporal analysis shows evidence that the migration process continues to increase and it is spreading throughout the continent mainly due to unemployment, insecurity and the lack of medicines and food.
在线新闻文章中的临时话题:委内瑞拉的移民危机
一个处于危机中的国家的公民的移民过程可以延长数月或数年,这取决于原籍国的社会、经济、政治和体制情况。有几篇文章根据ONU和ACNUR等国际组织提供的信息探讨委内瑞拉移民问题。然而,目前还没有研究分析媒体提供的关于这个问题的信息,所以我们暂时分析了网络新闻,以便能够获得从这个社会现象中产生的话题。首先,我们提取了自2015年至2019年5月在拉丁美洲不同报纸上在线发表的10K篇新闻文章。其次,我们建立一个二元分类器来区分文章是否与迁移有关。最后,我们应用主题建模和词嵌入技术来提取每年讨论的最重要的问题。自动文本分析及时揭示了该国如何从密集的移民流动转变为所有年龄和条件的人的外流,这些人受到该地区东道国的欢迎,从最近的邻国开始。我们的时间分析显示,有证据表明,移民进程继续增加,并在整个非洲大陆蔓延,主要原因是失业、不安全以及缺乏药品和粮食。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信