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Parallel coordinates for exploratory modelling analysis. (English) Zbl 1429.62042
Summary: Parallel coordinate plots have been shown to be useful in exploratory data analysis, especially when they are implemented in interactive software. They are also very useful in exploratory modelling analysis, that is in the evaluation and comparison of many models simultaneously, where they can be applied in at least three quite different ways. The advantages of this innovative graphical tool will be illustrated using the software CASSATT and a data set previously analysed using Bayesian Model Averaging.

MSC:
62A09 Graphical methods in statistics
62-04 Software, source code, etc. for problems pertaining to statistics
Software:
CASSATT; R; MANET
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[1] Cook, R.D.; Weisberg, S., Residuals and influence in regression, (1982), Chapman & Hall London · Zbl 0564.62054
[2] Cook, R.D.; Weisberg, S., An introduction to regression graphics, (1994), Wiley New York · Zbl 0925.62287
[3] Cook, R.D.; Weisberg, S., Graphs in statistical analysisis the medium the message?, Amer. statist., 53, 1, 29-37, (1999)
[4] Cox, D.R.; Wermuth, N., Multivariate dependencies—models, analysis and interpretation, (1996), Chapman & Hall London · Zbl 0880.62124
[5] De Santis, F.; Spezzaferi, F., Methods for default and robust Bayesian model comparison, Internat. statist. rev., 67, 3, 267-286, (1999) · Zbl 0944.62027
[6] Fleming, T.R.; Harrington, D.P., Counting processes and survival analysis, (1991), Wiley New York · Zbl 0727.62096
[7] Hoeting, J.; Raftery, A.E.; Madigan, D., A method for simultaneous variable selection and outlier identification in linear regression, Csda, 22, 3, 251-270, (1996) · Zbl 0900.62352
[8] Hoeting, J.; Madigan, D.; Raftery, A.E.; Volinsky, C., Bayesian model averaginga tutorial, Statist. sci., 14, 4, 382-417, (1999), Corrected version available at http://www.stat.washington.edu/www/research/online/hoeting1999.pdf · Zbl 1059.62525
[9] Hofmann, H., Exploring categorical datainteractive mosaic plots, Metrika, 51, 1, 11-26, (2000) · Zbl 0990.62001
[10] Inselberg, A., Visual data mining with parallel coordinates, Comput. statist., 13, 1, 47-63, (1998) · Zbl 0922.62006
[11] Kass, R.E.; Raftery, A.E., Bayes factors, J. amer. statist. assoc., 90, 773-795, (1995) · Zbl 0846.62028
[12] Lindsey, J.K., Applying generalized linear models, (1997), Springer New York · Zbl 0883.62074
[13] Madigan, D.; Raftery, A., Model selection and accounting for model uncertainty in graphical models using Occam’s window, J. amer. statist. assoc., 89, 428, 1535-1546, (1994) · Zbl 0814.62030
[14] Raftery, A.E., Madigan, D., Volinsky, C.T., 1996. Accounting for model uncertainty in survival analysis improves predictive performance. In: Bernardo Berger, J., Dawid, A., Smith, A. (Eds.), Bayesian Statistics, Vol. 5. Oxford University Press, Oxford, pp. 323-349.
[15] Therneau, T.M.; Grambsch, P.M., Modeling survival data, (2000), Springer New York · Zbl 0958.62094
[16] Venables, W.N.; Ripley, B.D., Modern applied statistics with S+, (1999), Springer New York · Zbl 0927.62002
[17] Wegman, E.J., Hyperdimensional data analysis using parallel coordinates, J. amer. statist. assoc., 85, 664-675, (1990)
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