Twitter's Mirroring of the 2022 Energy Crisis: What It Teaches Decision-Makers - A Preliminary Study

IF 3.7 4区 计算机科学 Q1 COMPUTER SCIENCE, THEORY & METHODS
Horia-Nicolai TEODORESCU, Mironela PIRNAU
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Abstract

The paper pertains to the field of opinion mining on social networks in view of decision-making. It was designed to determine the effect of the energy crises on the socio-ethical and ethical worries and concerns related to the role of Information and Communication Technology (ICT) in the crisis, as reflected on Twitter. Knowing public opinions during crises is a key component of decision-making. Other purposes include the determination of the perception of the correlations between these categories of concerns and the determination of specificities of distributions of such perceptions, as represented by words. A mixture of tools from lexical, topical, and semantical analysis were applied for generating the bag of words and for analyzing a set of tweets collected during the initial stage of an energy crisis, with special emphasis to coherence indices. The results confirm that energy crises may be associated with such concerns, as expected, but the association probability is low for the 2022 energy crisis, indicating at least a partial success of the mitigation decisions of the respective authorities. Some surprising relationships also occurred from the study. The paper is dedicated to Acad. Florin Gheorghe Filip, at the 75th anniversary.
推特对2022年能源危机的反映:它教给决策者什么——一项初步研究
本文从决策的角度研究了社交网络上的意见挖掘。它旨在确定能源危机对社会伦理和伦理担忧的影响,以及与信息和通信技术(ICT)在危机中的作用有关的担忧,如Twitter所反映的。在危机期间了解民意是决策的关键组成部分。其他目的包括确定对这些关注类别之间的相关性的感知,以及确定这些感知的分布的特殊性,如用单词表示的那样。词汇分析、话题分析和语义分析的混合工具被用于生成单词包,并用于分析在能源危机初始阶段收集的一组tweet,特别强调连贯性指数。研究结果证实,正如预期的那样,能源危机可能与这些担忧有关,但2022年能源危机的关联概率很低,这表明各国当局的缓解决策至少在一定程度上取得了成功。这项研究还发现了一些令人惊讶的关系。这篇论文是在75周年纪念时献给弗洛林·乔治·菲利普院士的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Romanian Journal of Information Science and Technology
Romanian Journal of Information Science and Technology 工程技术-计算机:理论方法
CiteScore
5.50
自引率
8.60%
发文量
0
审稿时长
>12 weeks
期刊介绍: The primary objective of this journal is the publication of original results of research in information science and technology. There is no restriction on the addressed topics, the only acceptance criterion being the originality and quality of the articles, proved by independent reviewers. Contributions to recently emerging areas are encouraged. Romanian Journal of Information Science and Technology (a publication of the Romanian Academy) is indexed and abstracted in the following Thomson Reuters products and information services: • Science Citation Index Expanded (also known as SciSearch®), • Journal Citation Reports/Science Edition.
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