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Nonlinear Dynamical Analysis of Eye Movement Characteristics Using Attractor Plot and First Lyapunov Exponent

机译:使用吸引图和第一个Lyapunov指数的眼球运动特性非线性动力学分析

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The purpose of this study was to clarify eye movement characteristics during a visual search using nonlinear dynamics (chaos analysis). More concretely, the first Lyapunov exponent and the attractor plot were obtained for the time series data of x- and y-directional eye-gaze locations. An attempt was made to compare the first Lyapunov exponent and the attractor plot during a visual search task as a function of layout complexity of the display and to verify whether chaotic properties existed in the fluctuation of eye-gaze locations, and to examine how the scaling properties change as a function of the layout complexity. First Lyapunov exponent of the time series of eye-gaze locations took positive values, and tended to increase with the increase of search task difficulty (layout complexity). The attractor plot drew a trajectory like an ellipse, and the variation in attractor plots tended to be more complicated with the increase of task difficulty.
机译:本研究的目的是在使用非线性动态(混沌分析)期间阐明视觉搜索期间的眼球运动特性。更具体地说,获得了第一个Lyapunov指数和吸引子图,用于X和Y方向凝视位置的时间序列数据。尝试将第一个Lyapunov指数和吸引子图在视觉搜索任务中的函数中进行比较,作为显示器的布局复杂性的函数,并验证在眼睛凝视位置的波动中是否存在混沌特性,并检查缩放的缩放属性随着布局复杂性的函数而发生变化。第一个Lyapunov指数的眼睛凝视位置的时间序列取得了积极的价值,并随着搜索任务难度的增加而倾向于增加(布局复杂性)。吸引图绘图描绘了像椭圆状的轨迹,吸引子地块的变化往往与任务难度的增加更加复杂。

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