RESEARCH AND ANALYSIS OF POTENTIAL CORRELATION OF TELECOMMUNICATIONS FRAUD DATA BASED ON THE BIG FIVE PERSONALITY TRAITS

被引:0
|
作者
Gao, Jun [1 ]
Gao, Xuemei [1 ]
机构
[1] Southwest Univ, Dept Psychol, Chongqing, Peoples R China
关键词
Big five model; BERT; SVM; telecommunications fraud;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
. In recent years, telecommunications fraud cases have shown a high incidence rate, resulting in increased research in to how to stop such cases from their root causes. According to psychology, we know that personality traits can affect a person's social behavior. Therefore, this paper proposes a personality trait recognition model based on the Big Five personality theory that combines BERT and SVMs to determine how to prevent telecommunications fraud. Compared with the previous model, the average accuracy of the recognition of personality traits is improved by 0.3%, reaching 61.2%. At the same time, combined with the telecommunications fraud data in a certain location, it is discovered that there is a correlation between the probability of being defrauded, the means of being defrauded, the location where the fraud occurs, and personality characteristics. Our research results may provide reference for the government and relevant departments to manage telecommunications fraud.
引用
收藏
页码:1747 / 1759
页数:13
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