Abstract
Consider a set of points in the plane with Gaussian perturbations about a regular mean configuration in which a Delaunay triangulation of the mean of the process is comprised of equilateral triangles of the same size. The points are labelled at random as “black” or “white” with variances of the perturbations possibly dependent on the colour. By investigating triangle subsets (with four sets of possible colour labels for the vertices) in detail we propose various test statistics based on a Procrustes shape analysis. A simulation study is carried out to investigate the relative merits and the adequacy of the approximations used in the distributional results, as well as a comparison with simulation methods based on nearest-neighbour distances. The methodology is applied to an investigation of regularity in human muscle fibre cross-sections.
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Diggle, P. J. (1983) Statistical Analysis of Spatial Point Patterns. London: Academic Press.
Dryden, I. L., Faghihi, M. R. and Taylor, C. C. (1997) Procrustes shape analysis of planar point subsets. Journal of the Royal Statistical Society, B 59, 353-374.
Dryden, I. L., Taylor, C. C. and Faghihi, M. R. (1998) Size analysis of nearly regular delaunay triangulations. Meth-odology and Computing in Applied Probability (to appear).
Faghihi, M. R. (1996) Shape Analysis of Spatial Point Patterns. PhD thesis, University of Leeds.
Goodall, C. R. (1991) Procrustes methods in the statistical anal-ysis of shape (with discussion). Journal of the Royal Statis-tical Society, B 53, 285-339.
Johnson, M., Polgar, J., Weightman, D. and Appleton, D. (1973) Data on the distribution of fiber types in thirty-six human muscle-an outopsy study. J. Neural Sci., 18, 111-129.
Kendall, D. G. (1984) Shape manifolds, Procrustean metrics and complex projective spaces. Bull. Lond. Math. Soc., 16, 81-121.
Kendall, D. G. (1989) A survey of the statistical theory of shape. Statistical Science, 4, 87-120.
Kendall, W. S. (1998) Perfect simulation of the area-interaction point process. In L. Accardi and C. C. Heyde (Eds.), Prob-ability Perspective, pp. in press. Singapore: World Scientific Press.
Lexell, J., Downham, D. J. and Sjöström, M. (1984) Distribution of different fibre types in human skeletal muscle. A statistical and computational study of the fibre type arrangement in m. vastus lateralis of young, healthy males. Journal of the Neurological Sciences, 65, 353-365.
Lexell, J., Downham, D. J. and Sjöström, M. (1987) Distribu-tion of different fibre types in human skeletal muscles. How can statistical methods aid diagnosis? Acta Neurol., 75, 109-115.
Lexell, J., Henriksson-Larsen, K. and Sjöström, M. (1983) Dis-tribution of different fibre types in human skeletal muscles 2. A study of cross-section of whole m. vastus lateralis. Acta. Physiol Scand., 117, 115-122.
Lexell, J., Taylor, C. C. and Sjöström, M. (1988) What is the cause of ageing atrophy? total number, size and proportion of different fiber types studied in whole m. vastus lateralis from 15-83 year old men. Journal of Neurological Science, 84, 275-294.
Mardia, K. V. (1989) Shape analysis of triangles through direc-tional techniques. Journal of the Royal Statistical Society, 51, 449-458.
Mardia, K. V., Edwards, R. and Puri, M. L. (1977) Analysis of Central Place Theory. Bulletin of the International Statistical Institute, 47, 93-110.
Ripley, B. D. (1981) Spatial Statistics. New York: John Wiley.
Small, C. G. (1996) The Statistical Theory of Shape. New York: Springer-Verlag.
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Faghihi, M.R., Taylor, C.C. & Dryden, I.L. Procrustes shape analysis of triangulations of a two coloured point pattern. Statistics and Computing 9, 43–53 (1999). https://doi.org/10.1023/A:1008862126424
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DOI: https://doi.org/10.1023/A:1008862126424