DETERMINATION OF MARKERS OF AGGRESSIVE BEHAVIOR BASED ON THE ANALYSIS OF AUDIO AND TEXT CHANNELS

Samigulin T.R., Smirnov I.Z., Laushkina A.A.
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Abstract

The interaction of participants in digital platforms requires a prompt response to actions from each other. At the same time, such interaction is multifaceted, in which, along with the transfer of information, knowledge about the state of the interlocutor, his current emotional state and personal characteristics is necessary. As part of a pilot study at ITMO University, together with psychologists from St. Petersburg State University, a list of markers of aggressive behavior was determined. And within the framework of this work, the implementation of methods for extracting markers of aggressive human behavior through audio and text channels is described. This paper also describes the approach of combining verbal and non-verbal features in speech. From the results obtained in the course of applying methods for extracting markers of aggressive behavior, we can conclude that the use of audio and text channels of information separately is not enough to detect aggressive behavior.
基于音频和文本通道分析的攻击行为标记的确定
数字平台参与者之间的互动需要对彼此的动作做出快速反应。同时,这种互动是多方面的,在信息传递的同时,关于对话者状态的知识,他目前的情绪状态和个人特征是必要的。作为ITMO大学与圣彼得堡国立大学的心理学家一起进行的一项试点研究的一部分,他们确定了一系列攻击行为的标志。在这项工作的框架内,描述了通过音频和文本通道提取攻击性人类行为标记的方法的实现。本文还介绍了言语特征与非言语特征相结合的方法。从攻击行为标记提取方法的应用结果来看,单独使用音频和文本信息渠道不足以检测攻击行为。
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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