Summary
Interactive graphics tools are an essential component of EDA. This paper proposes a basic set of requirements for interactive graphics software. To be fully effective it needs fast, flexible and usable implementations of the following interactive tools: direct querying, zooming, rescaling, selection with linking, and the use of multiple views. In addition, it needs to support all these operations for selected subgroups. The interface must be consistent throughout and each tool or method must be fully integrated into the system. These points are discussed and illustrated with examples.
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References
Buja, A., Cook, D., Swayne, D.F. (1996). Interactive High-Dimensional Data Visualisation. JCGS. 5(1), 78–99.
Carr, D. B., Littlefield, R.J., Nicholson, W.L., Littlefield, J.S. (1987) Scatterplot Matrix Techniques for large N. JASA, 82(398), 424–436
Cleveland, W. S., McGill, R. (1987). Graphical Perception: The Visual Decoding of Quantitative Information on Graphical Displays of Data. JRSS A, 150, 192–229.
Cleveland, W. S. (1993). Visualizing Data. Summit, NJ, USA: Hobart Press
Cleveland, W. S. (1994). The Elements of Graphing Data (Revised ed.). Summit, New Jersey, USA: Hobart Press
Eick, S. G., Wills, G. J. (1995). High Interaction Graphics. European Journal of Operational Research, 445–459
Fisherkeller, M. A., Friedman, J.H., and Tukey, J.W. (1974). PRIM-9: An Interactive Multidimensional Data Display and Analysis System. SLAC-PUB-1408, SLAC Publications Office, Stanford, California.
Hoaglin, D., Mosteller, F. and Tukey, J. (Ed.). (1983). Understanding Robust and Exploratory Data Analysis. New York: Wiley.
Mosteller, F., Tukey, J. (1977). Data Analysis and Regression. Reading, MA: Addison-Wesley
SAS (1995). JMP 3.1. SAS Institute
Scott, D. W. (1992). Multivariate Density Estimation. New York: Wiley
Simonoff, J. (1996). Smoothing Methods in Statistics. New York: Springer.
Swayne, D. F., Cook, D., and Buja, A. (1991). XGobi: Interactive Dynamic Graphics in the X Window System with a link to S. In Proceedings of the 1991 ASA Statistical Graphics Section (pp. 1–8).
Theus, M. (1996) Theorie und Anwendung Interaktiver Statistischer Graphik. Augsburg.
Tufte, E. R. (1983). The Visual Display of Quantitative Information. Cheshire, Connecticut: Graphic Press
Tufte, E. R. (1990). Envisioning Information. Cheshire, Connecticut: Graphic Press
Tufte, E. R. (1997). Visual Explanations. Cheshire, Connecticut: Graphic Press
Tukey, J. (1962). The future of data analysis. Ann Math Stat, 33, 1–67.
Tukey, J. (1977). Exploratory Data Analysis. London: Addison-Wesley.
Unwin, A. R. (1995). Interaktive Statistische Grafik — eine Übersicht? In J. Frohn et al. (Eds.), Applied Statistics — Recent Developments (pp. 177–183). Dortmund: Vandenhoeck & Ruprecht: Göttingen.
Unwin, A. R., Hawkins, G., Hofmann, H., and Siegl, B. (1996). Interactive Graphics for Data Sets with Missing Values — MANET. Journal of Computational and Graphical Statistics, 5(2), 113–122.
Velleman, P. F. (1997). Data Desk. Ithaca New York: Data Description
Wilhelm, A., Unwin, A. R., Theus, M. (1995). Software for Interactive Statistical Graphics — a Review. In F. Faulbaum (Ed.), SoftStat, (pp. 3–12). Heidelberg: Lucius & Lucius
Acknowledgements
The department of Computer-Oriented Statistics and Data Analysis is supported by the Volkswagen Foundation. Thanks are due to the members of the Augsburg group for many helpful discussions and advice and to a particularly helpful referee.
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Unwin, A. Requirements for interactive graphics software for exploratory data analysis. Computational Statistics 14, 7–22 (1999). https://doi.org/10.1007/PL00022706
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DOI: https://doi.org/10.1007/PL00022706