基于键盘记录平台的聊天个性与身份统计分析

Giorgio Roffo, C. Giorgetta, R. Ferrario, Walter Riviera, M. Cristani
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引用次数: 14

摘要

通过文本聊天进行交互可以被认为是一种混合类型的通信,其中文本信息传递遵循轮流动态,类似于口头交互。一个有趣的研究问题是,是否可以在聊天中观察到个性,就像在面对面的交流中一样。在Skype上进行了令人鼓舞的初步工作之后,在这项研究中,我们建立了自己的聊天服务,其中键盘记录功能已被激活,以便可以测量每个按键的时间。利用这个框架,我们组织了50名受试者和一名操作员之间的半结构化聊天,这些受试者的性格特征已经通过心理测试进行了分析,总共进行了16个小时的谈话。根据这些数据,我们观察到,通过统计上显著的相关性和回归研究,一些性格特征与我们聊天的方式有关(通过文体线索来衡量)。最后,我们评估了在识别场景中对用户的识别来说,一些风格线索是非常有区别的。这些事实加在一起可以解释,一些性格特征驱使我们以一种特定的方式聊天,这种方式被证明是非常容易识别的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Statistical Analysis of Personality and Identity in Chats Using a Keylogging Platform
Interacting via text chats can be considered as a hybrid type of communication, in which textual information delivery follows turn-taking dynamics, resembling spoken interactions. An interesting research question is whether personality can be observed in chats, similarly as happening in face-to-face exchanges. After an encouraging preliminary work on Skype, in this study we have set up our own chat service in which key-logging functionalities have been activated, so that the timings of each key pressing can be measured. Using this framework, we organized semi-structured chats between 50 subjects, whose personality traits have been analyzed through psychometric tests, and a single operator, for a total of 16 hours of conversation. On this data, we have observed that some personality traits are linked with the way we are chatting (measured by stylometric cues), by means of statistically significant correlations and regression studies. Finally, we have assessed that some of the stylometric cues are very discriminative for the recognition of a user in a identification scenario. These facts taken together could underlie that some personality traits drive us in chatting in a particular fashion, which turns out to be very recognizable.
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