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Dynamic user authentication based on mouse movements curves

机译:基于鼠标移动曲线的动态用户身份验证

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摘要

In this paper we describe a behavioural biometric approach to authenticate users dynamically based on mouse movements only and using regular mouse devices. Unlike most of the previous approaches in this domain, we focus here on the properties of the curves generated from the consecutive mouse positions during typical mouse movements. Our underlying hypothesis is that these curves have enough discriminative information to recognize users. We conducted an experiment to test and validate our model in which ten participants are involved. Back propagation neural network is used as a classifier. Our experimental results show that behavioural information with discriminating features is revealed during normal mouse usage, which can be employed for user modeling for various reasons, such as information assets protection.
机译:在本文中,我们描述了一种行为生物特征识别方法,该方法仅基于鼠标移动并使用常规鼠标设备来动态认证用户。与该领域中的大多数以前的方法不同,我们在此集中讨论在典型的鼠标移动过程中从连续的鼠标位置生成的曲线的属性。我们的基本假设是,这些曲线具有足够的判别信息以识别用户。我们进行了一项实验,以测试和验证涉及十个参与者的模型。反向传播神经网络被用作分类器。我们的实验结果表明,在正常的鼠标使用过程中会揭示具有区分功能的行为信息,出于各种原因(例如信息资产保护),可以将其用于用户建模。

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