DYNAMIC GRAPHICS FOR EXPLORING SPATIAL DATA WITH APPLICATION TO LOCATING GLOBAL AND LOCAL ANOMALIES

被引:94
作者
HASLETT, J
BRADLEY, R
CRAIG, P
UNWIN, A
WILLS, G
机构
[1] UNIV DURHAM,DEPT MATH SCI,DURHAM DH1 3HP,ENGLAND
[2] CSIRO,DIV MATH & STAT,SYDNEY,NSW,AUSTRALIA
关键词
EXPLORATORY DATA ANALYSIS; LINKED VIEWS; ONE MANY LINKS; OUTLIERS; OVERLAYS; STATIONARITY; VARIOGRAM;
D O I
10.2307/2684298
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We explore the application of dynamic graphics to the exploratory analysis of spatial data. We introduce a number of new tools and illustrate their use with prototype software, developed at Trinity College, Dublin. These tools are used to examine local variability-anomalies-through plots of the data that display its marginal and multivariate distributions, through interactive smoothers, and through plots motivated by the spatial auto-covariance ideas implicit in the variogram. We regard these as alternative and linked views of the data. We conclude that the most important single view of the data is the Map View: All other views must be cross-referred to this, and the software must encourage this. The view can be enriched by overlaying on other pertinent spatial information. We draw attention to the possibilities of one-many linking, and to the use of line-objects to link pairs of data points. We draw attention to the parallels with work on Geographical Information Systems.
引用
收藏
页码:234 / 242
页数:9
相关论文
共 25 条
  • [1] [Anonymous], 1978, MINING GEOSTATISTICS
  • [2] COMMON PROBLEMS SEEN IN VARIOGRAMS
    ARMSTRONG, M
    [J]. JOURNAL OF THE INTERNATIONAL ASSOCIATION FOR MATHEMATICAL GEOLOGY, 1984, 16 (03): : 305 - 313
  • [3] BATES RL, 1987, GLOSSARY GEOLOGY, P26
  • [4] BRUSHING SCATTERPLOTS
    BECKER, RA
    CLEVELAND, WS
    [J]. TECHNOMETRICS, 1987, 29 (02) : 127 - 142
  • [5] BRUCE AG, 1989, J ROY STAT SOC B MET, V51, P363
  • [6] Burrough P. A., 1986, PRINCIPLES GEOGRAPHI
  • [7] SCATTERPLOT MATRIX TECHNIQUES FOR LARGE-N
    CARR, DB
    LITTLEFIELD, RJ
    NICHOLSON, WL
    LITTLEFIELD, JS
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1987, 82 (398) : 424 - 436
  • [8] CHAUVET P, 1982, 17TH P APPL COMP OP, P757
  • [9] CLEVELAND WS, 1988, DYNAMIC GRPAHICS STA
  • [10] CRAIG P, 1989, 1989 M COMP SCI STAT