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首页> 外文期刊>IEEE transactions on visualization and computer graphics >Design and Evaluation of Tiled Parallel Coordinate Visualization of Multichannel EEG Data
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Design and Evaluation of Tiled Parallel Coordinate Visualization of Multichannel EEG Data

机译:多通道脑电数据平铺并行坐标可视化的设计与评估

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摘要

The field of visualization assists data interpretation in many areas, but does not manage all types of data equally well. This holds, in particular, for time-varying multichannel EEG data. No existing method can successfully visualize simultaneous information from all channels in use at all time steps. To address this problem, a new visualization method is presented based on the parallel coordinate method and making use of a tiled organization. This tiled organization employs a two-dimensional row-column representation, rather than a one-dimensional arrangement in columns as used for classical parallel coordinates. The usefulness of the new method, referred to as tiled parallel coordinates (TPC), is demonstrated by a particular type of EEG data. It can be applied to an arbitrary number of time steps, handling the maximum number of channels currently in use. An extensive user evaluation shows that, for a typical EEG assessment task, data evaluation by the TPC method is faster than by an existing clinical EEG visualization method, without loss of information. The generality of the TPC method makes it widely applicable to other time-varying multivariate data types
机译:可视化领域有助于许多领域的数据解释,但不能很好地管理所有类型的数据。这尤其适用于时变的多通道EEG数据。任何现有方法都无法在所有时间步骤中成功可视化来自正在使用的所有渠道的同步信息。为了解决这个问题,提出了一种新的可视化方法,该方法基于平行坐标方法并利用平铺组织。这种平铺组织采用二维行-列表示,而不是用于经典平行坐标的列中的一维排列。通过一种特殊类型的EEG数据证明了称为平铺平行坐标(TPC)的新方法的有用性。它可以应用于任意数量的时间步长,处理当前使用的最大通道数。广泛的用户评估表明,对于典型的EEG评估任务,TPC方法的数据评估比现有的临床EEG可视化方法要快,并且不会丢失信息。 TPC方法的通用性使其广泛适用于其他随时间变化的多元数据类型

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