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Behind the Dystopian Sentiment: a Sentiment Analysis of George Orwell’s 1984

机译:反乌托邦情感的背后:乔治·奥威尔(George Orwell)1984年的情感分析

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Recent daily political events returned the focus of the general public to a fictional work of art that may yet prove to be one of most influential through the use of its concepts and language - George Orwell's 1984. The language of Orwell's novel, specifically its terminology, has been proven by linguists and other researchers to be in common use in media speech and writing. The author's intent, in which he unanimously succeeded, was to create a dystopian world reminiscent of totalitarian regimes, through the careful use of style and language. Could this intent be somehow investigated and measured by using precise natural language processing methods? Basing this research on related work, the aim of this paper is to evaluate if it is possible to observe how the dystopian atmosphere of the Orwellian concept is created in the novel by applying sentiment analysis on the sentence level, and by exploiting a polarity lexicon as well. Moreover, can a computer by utilising a classification technique based on the Bayes' theorem demonstrate Orwell's intention of creating a dystopian atmosphere? In addition, this paper tries to highlight the possible applications of sentiment analysis of fictional work of art in academic curricula.
机译:最近发生的每日政治事件使公众的焦点转移到了一种虚构的艺术品上,该艺术品通过使用其概念和语言(乔治·奥威尔(George Orwell)1984)而被证明是最具影响力的艺术品之一。语言学家和其他研究人员已经证明,该方法已广泛用于媒体演讲和写作中。提交人一致成功的意图是,通过谨慎地使用样式和语言来创建一个使人联想到极权政权的反乌托邦世界。是否可以通过使用精确的自然语言处理方法以某种方式调查和衡量此意图?基于这项研究,本文的目的是评估是否有可能通过在句子层面上进行情感分析,并利用极性词典来观察小说中奥威尔式概念的反乌托邦气氛是如何产生的。出色地。此外,计算机是否可以利用基于贝叶斯定理的分类技术来证明奥威尔创造反乌托邦氛围的意图?此外,本文试图强调对小说中的艺术作品进行情感分析的可能应用。

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