关于国际媒体对乌克兰战争反应偏见的无监督学习研究

Qinghao Guan, Melanie Nicole Lawi
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引用次数: 0

摘要

摘要 报纸作为一种重要的社会媒体,被认为充满了偏见。中立状态下的报纸是否中立似乎是一个有趣的问题。本研究以俄乌战争为基础,采用主题建模的方法对上述问题进行了探究。综合考虑 LDA 和 Mallet 得出的结果,我们发现美国和瑞士更多报道了各自对入侵的反应和战争涉及的国家,而中国则倾向于更多关注本国、谈判和对国民的影响。我们的研究结果支持这样一种观点,即国家间的国际关系会影响各国媒体对彼此的报道方式。为提高可比性,可在更大的数据集上开展进一步研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Unsupervised Learning Study on International Media Responses Bias to the War in Ukraine
Abstract Newspapers, as an important social media, is considered to be full of biased opinions. Whether newspapers in neutral state are neutral seems an interesting question. This research uses the topic modeling approach to probe into the aforementioned question on the basis of the Russian–Ukraine War. Comprehensively, we fully considered the results derived from LDA and Mallet and found that America and Switzerland reported more about their respective responses to the invasion and the countries involved in the war, whereas China tended to focus more on their country, negotiations and the effect on their citizens. Our results support the notion that international relations between countries affect the way that the media of the respective countries writes about each other. Further research could be on the larger datasets for improvement of comparability.
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