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Who Subscribe to Identity Theft Protection Service? An Exploration of Antecedent Factors

机译:谁订阅身份盗窃保护服务?前因因素探究

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摘要

This study explores the antecedent factors that influence a person's adoption of identity theft protection service. Fifteen factors related to the demographic, behavioral, and psychological attributes of individuals are examined. Data gathered from 600 consumers (including 145 subscribers and 455 non-subscribers) were tested using Logistic Regression, Decision Tree, Neural Network, and Support Vector Machines (SVM) methods. The accuracy and sensitivity measures suggest that SVM performs the best. Further analysis based on SVM suggests that past victimization related to personal information and credit cards, and also gender, are the three most important antecedents to subscription to identity theft protection service.
机译:这项研究探讨了影响一个人采用身份盗窃保护服务的前因。检查了与个人的人口统计学,行为和心理特征有关的十五个因素。使用Logistic回归,决策树,神经网络和支持向量机(SVM)方法测试了从600个消费者(包括145个订户和455个非订户)收集的数据。准确性和灵敏性指标表明SVM表现最佳。基于SVM的进一步分析表明,过去与个人信息和信用卡以及性别相关的受害是订阅身份盗窃保护服务的三个最重要的前提。

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