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

机译:背后的凹陷情绪:乔治奥尔韦尔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:最近的日常政治事件将公众重点归结为一个虚构的艺术作品,尚未通过使用其概念和语言来成为最具影响力的艺术之一 - 乔治奥韦尔的1984年。Orwell小说的语言,特别是其术语,已被语言学家和其他研究人员在媒体言论和写作中常见。提交人的意图,他一致成功地,是通过仔细使用风格和语言来创造一个让人想起令人满意的世界。这是否可以通过使用精确的自然语言处理方法来以某种方式调查和测量?基于该相关工作的研究,本文的目的是评估是否有可能通过对句子水平应用情感分析,并利用极性词典来评估新颖的奥威尔概念的凹凸氛围。好。此外,可以利用基于贝叶斯定理的分类技术来展示Orwell创造污染症氛围的意图吗?此外,本文试图突出显示在学术课程中虚构艺术作品的情绪分析的可能应用。

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