医学生物计量学:忽视时间依赖性的危险

Foteini Agrafioti, F. Bui, D. Hatzinakos
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引用次数: 38

摘要

心电图(ECG)是一种医学信号,最近引起了生物识别界的兴趣,并已被证明在人群中具有显著的区别特征。本文揭示了心电图识别的特殊挑战,主张时间依赖性是一个有争议的问题。与传统的生物识别技术相比,ECG允许连续认证,从而扩大了应用范围。然而,时变生物识别由于增加了主体内部的可变性而使识别的准确性受到威胁。本文提出了一种绕过这一不足的新框架。提出并演示了一种模板更新方法,以提高对10个主题的2小时录音的识别性能。
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Medical biometrics: The perils of ignoring time dependency
The electrocardiogram (ECG) is a medical signal that has lately drawn interest from the biometrics community, and has been shown to have significantly discriminative characteristics in a population. This paper brings to light the particular challenges of electrocardiogram recognition to advocate that time dependency is a controversial point. In contrast to traditional biometrics, ECG allows for continuous authentication and consequently expands the range of applications. However, time varying biometrics put on the line the recognition accuracy due to increased intra subject variability. This paper suggests a novel framework for bypassing this inadequacy. A template update methodology is proposed and demonstrated to boost the recognition performance over 2 hour recordings of 10 subjects.
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