Simulation study of confidence regions for canonical variate analysis |
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Authors: | T. J. Ringrose W. J. Krzanowski |
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Affiliation: | (1) Department of Applied Statistics, University of Reading, Whiteknights, P.O. Box 217, RG6 2AN Reading, Berks, UK;(2) Department of Mathematical Statistics and Operational Research, University of Exeter, Streatham Court, Rennes Drive, EX4 4PU Exeter, Devon, UK |
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Abstract: | Canonical variate analysis often involves the construction of confidence regions round points representing group means in a 2-dimensional plot. Traditionally circles have always been constructed, but some authors have recently advocated ellipses as being more appropriate. This paper describes a Monte Carlo study investigating the effect of a range of factors on the inclusion rates of true population means within both types of region for normal data. The traditional circles do not perform too badly within a restricted range, but they are nearly always under-included. The ellipses usually have higher inclusion rates, and so are often closer to the nominal rate, but are sometimes over-included. |
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Keywords: | Canonical variates confidence regions inclusion rates Monte Carlo normal distribution |
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