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Comparing deterministic and stochastic properties of fronto-normal gait using Delay Vector Variance

机译:使用延迟向量方差比较额叶正常步态的确定性和随机性

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Human gait is a useful biometric which has been used in many fields such as human identification, motion synthesis and clinical diagnosis. The derivation of features used to describe gait depends very much on the temporal nature of the movement signal. We focus on the fronto-normal view of gait which provides more dynamic information. Newer features based on nonlinear analyses require the establishment of nonlinear behaviour. The level of determinism of a signal also indicates what kind of auxiliary analyses may be needed. The confounding of deterministic and nonlinear properties motivates us to perform an original analysis on gait data using the recently introduced method of Delay Vector Variance. This method shows promise as it will easily indicate the level of deterministic and nonlinear behaviour of a signal separately. We look into and compare various approaches of doing this on human gait derived from video signal.
机译:人的步态是一种有用的生物测定法,已用于许多领域,例如人的识别,运动合成和临床诊断。用于描述步态的特征的推导在很大程度上取决于运动信号的时间特性。我们专注于步态的正面法线视图,它提供了更多的动态信息。基于非线性分析的较新功能需要建立非线性行为。信号的确定性级别还指示可能需要哪种辅助分析。确定性和非线性属性的混淆促使我们使用最近引入的“延迟向量方差”方法对步态数据进行原始分析。这种方法显示了希望,因为它可以轻松地分别指示信号的确定性和非线性行为水平。我们研究并比较了从视频信号得出的人类步态上进行此操作的各种方法。

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