Age Detection Through Keystroke Dynamics from User Authentication Failures

Ioannis Tsimperidis; Shahin Rostami; Vasilios Katos

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Age Detection Through Keystroke Dynamics from User Authentication Failures

机译：通过来自用户身份验证失败的击键动力学的年龄检测

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In this paper an incident response approach is proposed for handling detections of authentication failures in systems that employ dynamic biometric authentication and more specifically keystroke user recognition. The main component of the approach is a multi layer perceptron focusing on the age classification of a user. Empirical findings show that the classifier can detect the age of the subject with a probability that is far from the uniform random distribution, making the proposed method suitable for providing supporting yet circumstantial evidence during e-discovery.

机译：本文提出了一种事件响应方法，用于处理在采用动态生物特征认证（尤其是按键用户识别）的系统中认证失败的检测。该方法的主要组成部分是关注用户年龄分类的多层感知器。经验发现表明，分类器能够以远非均匀随机分布的概率检测到受试者的年龄，从而使该方法适合于在电子发现过程中提供支持性的环境证据。

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来源
《International journal of digital crime and forensics》 |2017年第1期|1-16|共16页
作者
Ioannis Tsimperidis; Shahin Rostami; Vasilios Katos;
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作者单位

Democritus University of Thrace, Komotini, Greece;

Bournemouth University, Poole, UK;

Bournemouth University, Poole, UK;

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原文格式 PDF
正文语种 eng
中图分类
关键词
Age Classifier; Age Detection; Biometrics, Multi Layer Perceptron; Offender Profiling;

机译：年龄分类器;年龄检测;生物识别;多层感知器;罪犯概况;

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1. Keystroke dynamics-based user authentication using freely typed text based on user-adaptive feature extraction and novelty detection [J] . Kim Junhong, Kim Haedong, Kang Pilsung Applied Soft Computing . 2018,第期

机译：基于Keystroke动态的用户身份验证使用自适应特征提取和新颖性检测的自由键入文本
2. Identity authentication based on keystroke dynamics for mobile device users [J] . Gao Zhigang, Diao Wenjie, Huang Yucai, Pattern recognition letters . 2021,第Auga期

机译：基于移动设备用户的击键动态的身份认证
3. Sequence Alignment with Dynamic Divisor Generation for Keystroke Dynamics Based User Authentication [J] . Ho Jiacang, Kang Dae-Ki Journal of Sensors . 2015,第Pta3期

机译：基于动态除数生成的序列比对，用于基于击键动力学的用户身份验证
4. Anomaly Detection Approach to Keystroke Dynamics Based User Authentication [C] . Elena Ivannikova, Gil David, Timo Hamalainen IEEE Symposium on Computers and Communications . 2017

机译：基于击键动态的基于异常检测方法的用户身份验证
5. A Continuous Authentication Mechanism Based on Keystroke Timing Dynamics Implementing a One-class Classification Technique to Authenticate Users [D] . Manandhar, Rasana. 2020

机译：一种基于击键时序动态的连续认证机制实现单类分类技术认证用户
6. Keystroke Dynamics-Based Authentication Using Unique Keypad [O] . Maro Choi, Shincheol Lee, Minjae Jo, 2021

机译：使用唯一键盘的击键基于动态的身份验证
7. Age Detection Through Keystroke Dynamics From User Authentication Failures [O] . Tsimperidis G., Katos Vasilis, Rostami Shahin 2017

机译：通过来自用户身份验证失败的按键动力学的年龄检测

Age Detection Through Keystroke Dynamics from User Authentication Failures

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