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On the Stability of Some Idiolectal Features

机译:关于几个直肠特征的稳定性

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Recently due to the development of Internet communication problems of author identification, author profiling (i.e. text-based demographics and personality prediction), deception detection in text, etc. have become burning issues. However, the choice of linguistic parameters for addressing these problems is still an open question. We argue that the level of the stability of these parameters in the idiolect of the individual has to be taken into account while choosing them for the particular task. In this study we are investigating the level of stability of linguistic parameters in an idiolect that are extracted from Russian texts using the Linguistic Inquiry and Word Count (LIWC) software. LIWC is the most commonly used text analysis program in studies related to authorship profiling, deception detection, mental health diagnostics, etc. However, up until recently the stability of LIWC variables in texts by the same individual on different topics etc. has not been addressed. For the first time the parameters of three groups have been identified based on their stability in idiolect computed using a coefficient of variation. The study was performed on the material of unedited informal Russian written texts. The principles of choosing the linguistic parameters for a range of text analysis tasks depending on the level of variation of the parameters in the idiolect have also been set forth.
机译:最近,由于互联网通信的发展,作者识别,作者概要分析(即,基于文本的人口统计和个性预测),文本中的欺骗检测等已成为迫在眉睫的问题。但是,为解决这些问题而选择语言参数仍然是一个悬而未决的问题。我们认为,在为特定任务选择参数时,必须考虑到这些参数在个人的二醇中的稳定性水平。在这项研究中,我们正在研究使用语言查询和字数统计(LIWC)软件从俄语文本中提取的idiolect语言参数的稳定性水平。 LIWC是与作者身份分析,欺骗检测,心理健康诊断等相关的研究中最常用的文本分析程序。但是,直到最近,同一个人在不同主题等上的LIWC变量的稳定性尚未得到解决。 。首次基于使用变异系数计算出的三聚氰胺在三聚氰胺中的稳定性,确定了三组的参数。该研究是对未经编辑的非正式俄罗斯书面文本进行的。还提出了根据idiolect中的参数变化程度为一系列文本分析任务选择语言参数的原理。

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