Taking the Scenic Route: Interactive and Performant Tour Animations

被引:0
|
作者
Hart, Casper [1 ]
Wang, Earo [1 ]
机构
[1] Univ Auckland, Dept Stat, Auckland, New Zealand
来源
R JOURNAL | 2023年 / 15卷 / 02期
关键词
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The tour provides a useful vehicle for exploring high dimensional datasets. It works by combining a sequence of projections-the tour path-in to an animation-the display method. Current display implementations in R are limited in their interactivity and portability, and give poor performance and jerky animations even for small datasets. We take a detour into web technologies, such as Three.js and WebGL, to support smooth and performant tour visualisations. The R package detourr implements a set of display tools that allow for rich interactions (including orbit controls, scrubbing, and brushing) and smooth animations for large datasets. It provides a declarative R interface which is accessible to new users, and it supports linked views using crosstalk and shiny. The resulting animations are portable across a wide range of browsers and devices. We also extend the radial transformation of the Sage Tour (Laa, Cook, and Lee (2021)) to 3 or more dimensions with an implementation in 3D, and provide a simplified implementation of the Slice Tour (Laa, Cook, and Valencia (2020)).
引用
收藏
页码:307 / 329
页数:23
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