ScagnosticsJS:扩展的Web散点图视觉特征

Vung V. Pham, Tommy Dang
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引用次数: 7

摘要

散点分布是一组特征,用来描述数据在散点图中的分布。这些视觉特征已在各种应用中用于检测双变量数据的异常相关性。然而,目前还没有正式发布的3D或更高版本的实现。该项目旨在提供Scagnostics在JavaScript中的实现,称为ScagnosticsJS,并将这些措施扩展到更高维度的分散点。我们还提出了一个Scagnostics探索网页,这使得底层算法对用户透明。
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ScagnosticsJS: Extended Scatterplot Visual Features for the Web
Scagnostics is a set of features that characterizes the data distribution in a scatterplot. These visual features have been used in various applications to detect unusual correlations of bivariate data. However, there is no formally published implementation for 3D or higher. This project aims to provide the Scagnostics implementation in JavaScript, called ScagnosticsJS, and also extend these measures for higher dimensional scattered points. We also present a Scagnostics exploration webpage, which makes the underlying algorithms transparent to users.
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