网络欺诈受害者在受骗过程中的动态情感体验:基于文本的分析

IF 3.3 1区 社会学 Q1 CRIMINOLOGY & PENOLOGY
Jie Wang , Lei Zhang , Liang Xu , Xiuying Qian
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引用次数: 0

摘要

目的:网络欺诈已成为全球范围内的一个严重问题。为了减少网络诈骗对社会和个人造成的危害,本研究旨在通过文本情感分析探讨受害者在受害过程中的情绪状态,为有针对性地预防诈骗提供依据:我们从知乎和豆瓣平台上抓取了1217条有效帖子,这些帖子由网络诈骗受害者发布,描述了他们被诈骗的经历。我们将叙事文本分为不同的受骗阶段,并使用基于词库的情感分析方法对文本进行了分析:结果表明,受骗者在受骗初期更多地体验到期待和爱的情感;在中期,他们更多地体验到焦虑和期待的情感;在后期,他们更多地体验到期待和厌恶的情感。在不同类型的欺诈中,受害者的情感体验也存在差异:本研究利用社交媒体数据探讨了中国背景下受害者在欺诈受害过程不同阶段的情感体验,为欺诈受害研究提供了一个非西方视角,并为未来全过程欺诈干预研究奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The dynamic emotional experience of online fraud victims during the process of being defrauded: A text-based analysis

Purpose: Online fraud has become a serious problem around the world. To reduce the harm it causes to society and individuals, this study aims to explore the emotional state of victims during the victimization process through text sentiment analysis to provide a basis for targeted fraud prevention.

Methods: We crawled 1217 valid posts from the Zhihu and Douban platforms, which were posted by online fraud victims and described their experiences of being defrauded. We divided the narrative texts into the different stages of being defrauded and analyzed the texts using a lexicon-based sentiment analysis method.

Results: The results showed that victims in the early stage of being defrauded more often experienced the emotions of expectation and love; in the middle stage, they experienced more anxiety and expectation; and in the late stage, they experienced more expectation and disgust. There were also differences in the emotional experience of victims among different types of fraud.

Conclusions: This study uses data from social media sources to explore the emotional experience of victims at different stages of fraud victimization process in the Chinese context, which provides a non-Western perspective for fraud victimization research and lays a foundation for future research on whole-process fraud intervention.

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来源期刊
Journal of Criminal Justice
Journal of Criminal Justice CRIMINOLOGY & PENOLOGY-
CiteScore
6.90
自引率
9.10%
发文量
93
审稿时长
23 days
期刊介绍: The Journal of Criminal Justice is an international journal intended to fill the present need for the dissemination of new information, ideas and methods, to both practitioners and academicians in the criminal justice area. The Journal is concerned with all aspects of the criminal justice system in terms of their relationships to each other. Although materials are presented relating to crime and the individual elements of the criminal justice system, the emphasis of the Journal is to tie together the functioning of these elements and to illustrate the effects of their interactions. Articles that reflect the application of new disciplines or analytical methodologies to the problems of criminal justice are of special interest. Since the purpose of the Journal is to provide a forum for the dissemination of new ideas, new information, and the application of new methods to the problems and functions of the criminal justice system, the Journal emphasizes innovation and creative thought of the highest quality.
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