计算机用户的行为模型

N. Axak, Andrii Tatarnykov
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引用次数: 2

摘要

提出了一种电子测试过程中用户行为的图形化模型,该模型是一个马尔可夫决策过程,允许管理者在用户行为不可接受的情况下找到适当的策略。开发了一个分析学生在电子考试中的行为的系统。该系统是基于提出的三层客户端-服务器架构实现的,该架构提供了实时检测用户违规行为的能力。结果表明,该方法通过同步用户计算机上活动web资源地址的接收间隔,显著缩短了决策时间。这样就可以在不同光照条件下同时检测大量的违规行为,从而提高了对各种违规行为的识别质量。在检测到的违规数量和人脸识别的准确性方面,与现有软件解决方案进行了比较分析。通过实验验证了所提方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Behavior Model of the Computer User
A graphical model of the user’s behavior during electronic testing is proposed, which is a Markov decision process that allows finding an appropriate strategy of the supervisor in case of unacceptable user actions. A system for analyzing student behavior during e-testing has been developed. The system is implemented on the basis of the proposed three-level client-server architecture, which provides the ability to detect user violations in real time. It is shown that the proposed approach significantly reduces decision-making time by synchronizing the interval of receiving the address of active web resources on the user’s computerю. This leads to the possibility of detection under different lighting conditions of a large number of violations at the same time, which increases the quality of recognition of various violations. A comparative analysis was carried out with existing software solutions in terms of the number of detected violations and the accuracy of face recognition. The conducted experiments confirmed the efficiency of the proposed approaches.
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