1901年至2016年澳大利亚竞选演讲风格和内容的变化:计算语言学分析

Michael Dalvean
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引用次数: 5

摘要

自1901年澳大利亚联邦成立以来,澳大利亚社会发生了重大的社会和政治变化。被认为是政治上突出的问题也发生了重大变化。本文的目的是研究1901年至2016年期间竞选演讲的风格和内容的变化。该语料库包括首相和反对党领袖在1901年至2016年的45次选举中发表的88次竞选演讲。我使用自然语言处理从演讲中提取了一些作为自变量的语言变量,并使用演讲年份作为因变量。然后,我使用机器学习开发了一个回归模型,该模型解释了因变量中77%的方差。对显著自变量的检验表明,在研究期间,选举演讲的风格和内容发生了重大的语言变化。特别是演讲变得不那么复杂,不那么内省,更多地关注工作和家庭,并包含更多的视觉和社会参考。我在研究期间澳大利亚社会变化的背景下讨论这些变化。
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Changes in the style and content of Australian election campaign speeches from 1901 to 2016: A computational linguistic analysis
Abstract There have been significant social and political changes in Australian society since federation in 1901. The issues that are considered politically salient have also changed significantly. The purpose of this article is to examine changes in the style and content of election campaign speeches over the period 1901-2016. The corpus consists of 88 election campaign speeches delivered by the Prime Minister and Opposition leader for the 45 elections from 1901 to 2016. I use natural language processing to extract from the speeches a number of linguistic variables which serve as independent variables and use the year of delivery as the dependent variable. I then use machine learning to develop a regression model which explains 77 per cent of the variance in the dependent variable. Examination of the salient independent variables shows that there have been significant linguistic changes in the style and content of election speeches over the study period. In particular speeches have become less linguistically complex, less introspective, more focused on work and the home, and contain more visual and social references. I discuss these changes in the context of changes in Australian society over the study period.
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