tourr: An R Package for Exploring Multivariate Data with Projections

被引:0
作者
Wickham, Hadley [1 ]
Cook, Dianne [2 ]
Hofmann, Heike [2 ]
Buja, Andreas [3 ]
机构
[1] Rice Univ, Houston, TX 77251 USA
[2] Iowa State Univ, Ames, IA USA
[3] Univ Penn, Wharton Sch, Philadelphia, PA 19104 USA
来源
JOURNAL OF STATISTICAL SOFTWARE | 2011年 / 40卷 / 02期
基金
美国国家科学基金会;
关键词
grand tour; guided tour; projection pursuit; little tour; local tour; correlation tour; visualization; statistical graphics; visual data mining; DATA VISUALIZATION; XGOBI; PURSUIT;
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
This paper describes an R package which produces tours of multivariate data. The package includes functions for creating different types of tours, including grand, guided, and little tours, which project multivariate data (p-D) down to 1, 2, 3, or, more generally, d (<= p) dimensions. The projected data can be rendered as densities or histograms, scatterplots, anaglyphs, glyphs, scatterplot matrices, parallel coordinate plots, time series or images, and viewed using an R graphics device, passed to GGobi, or saved to disk. A tour path can be stored for visualisation or replay. With this package it is possible to quickly experiment with different, and new, approaches to tours of data.This paper contains animations that can be viewed using the Adobe Acrobat PDF viewer.
引用
收藏
页码:1 / 18
页数:18
相关论文
共 36 条
[1]   PLOTS OF HIGH-DIMENSIONAL DATA [J].
ANDREWS, DF .
BIOMETRICS, 1972, 28 (01) :125-&
[2]  
[Anonymous], 1991, LISPSTAT OBJECT ORIE
[3]  
[Anonymous], 2008, Handbook of Data Visualization, DOI [DOI 10.1007/978-3-540-33037-013, 10.1007/978-3-540-33037-013]
[4]   THE GRAND TOUR - A TOOL FOR VIEWING MULTIDIMENSIONAL DATA [J].
ASIMOV, D .
SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1985, 6 (01) :128-143
[5]  
Buja A, 2005, HANDB STAT, V24, P391, DOI 10.1016/S0169-7161(04)24014-7
[6]  
Buja A., 2004, THEORY DYNAMIC PROJE
[7]  
BUJA A, 1986, P 18 S INT COMP SCI, P171
[8]  
Buja A, 1986, P 17 S INTERFACE COM, P63, DOI DOI 10.5555/26036.26046
[9]  
CARR DB, 1987, STAT IMAGE PROCESSIN, P215
[10]  
CARR DB, 1996, 129 G MAS U CTR COMP