Observing political and societal changes in Finnish parliamentary speech data, 1980–2010, with topic modelling

Q2 Arts and Humanities
Anna Ristilä, Kimmo Elo
{"title":"Observing political and societal changes in Finnish parliamentary speech data, 1980–2010, with topic modelling","authors":"Anna Ristilä, Kimmo Elo","doi":"10.1080/02606755.2023.2213550","DOIUrl":null,"url":null,"abstract":"ABSTRACT Parliamentary speech reflects many events, changes and developments in society, as well as shaping them by influencing legislation and public interest. Knowing what topics have been dominant in parliamentary discussions can reveal what has been considered important at the time the speech was given. This knowledge can be achieved computationally with topic modelling, which can identify latent topics in large numbers of texts. Currently, the method is still underused in parliamentary studies and has only previously been used once with Finnish parliamentary speeches. This article aims to create and validate a topic model offering a robust overview of Finnish parliamentary speeches from 1980 to 2010, and to demonstrate the validity of the model by examining peaks in topic occurrences and comparing them to the historical and societal context at the times. The topics ‘energy’, ‘employment’ and ‘democracy’ were selected for closer inspection.","PeriodicalId":53586,"journal":{"name":"Parliaments, Estates and Representation","volume":"60 1","pages":"149 - 176"},"PeriodicalIF":0.0000,"publicationDate":"2023-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Parliaments, Estates and Representation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1080/02606755.2023.2213550","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

Abstract

ABSTRACT Parliamentary speech reflects many events, changes and developments in society, as well as shaping them by influencing legislation and public interest. Knowing what topics have been dominant in parliamentary discussions can reveal what has been considered important at the time the speech was given. This knowledge can be achieved computationally with topic modelling, which can identify latent topics in large numbers of texts. Currently, the method is still underused in parliamentary studies and has only previously been used once with Finnish parliamentary speeches. This article aims to create and validate a topic model offering a robust overview of Finnish parliamentary speeches from 1980 to 2010, and to demonstrate the validity of the model by examining peaks in topic occurrences and comparing them to the historical and societal context at the times. The topics ‘energy’, ‘employment’ and ‘democracy’ were selected for closer inspection.
观察芬兰议会演讲数据的政治和社会变化,1980-2010,与主题建模
议会演讲反映了社会的许多事件、变化和发展,并通过影响立法和公共利益来塑造它们。了解在议会讨论中占主导地位的话题,可以揭示在发表演讲时,人们认为什么是重要的。这些知识可以通过主题建模计算来实现,主题建模可以识别大量文本中的潜在主题。目前,这种方法在议会研究中仍未得到充分利用,以前只在芬兰议会发言中使用过一次。本文旨在创建和验证一个主题模型,该模型提供了1980年至2010年芬兰议会演讲的强大概述,并通过检查主题出现的高峰并将其与当时的历史和社会背景进行比较来证明该模型的有效性。“能源”、“就业”和“民主”三个主题被选中进行更仔细的考察。
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
Parliaments, Estates and Representation
Parliaments, Estates and Representation Social Sciences-Sociology and Political Science
CiteScore
0.30
自引率
0.00%
发文量
28
×
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:481959085
Book学术官方微信