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Skewness and asymmetry of distributions

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Abstract

The ‘skewness’ of a distribution, a poorly-defined term, is conventionally deemed to be invariant under linear transformations. A comparison is made of three criteria of it: the sign of odd central moments; the several relationships of the mean, the median and the mode; and asymmetry proper which is the set of ratios of the probability densities of all pairs of points equidistant above and below some arbitrary point, usually the principal mode. Some useful general relationships are discussed. The skeness of convolutions is briefly discussed. A class of distributions is identified for which the skewness of the minimum ofk competing processes is independent ofk. It has importance in the parametric study of survivorship.

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References

  1. Murphy, E. A., Trojak, J. L., Hou, W., and Rohde, C. A.: ‘The bingo model of survivorship. 1. Probabilistic aspects’,Amer. J. Med. Genet., in press.

  2. Murphy, E. A.:The Logic of Medicine, Johns Hopkins University Press, Baltimore, 1976.

    Google Scholar 

  3. Murphy, E. A.:Probability in Medicine. Johns Hopkins University Press, Baltimore, 1979.

    Google Scholar 

  4. MacFarlane, R. G.: ‘An enzyme cascade in the blood clotting mechanism and its function as a biological amplifier’,Nature 202, (1964) 498–499.

    Google Scholar 

  5. Harris, H. and Smith, C. A. B.: ‘The sib-sib age of onset correlation among individuals suffering from a hereditary syndrome produced by more than one gene’,Ann. Eugen. 14, (1949) 309–318.

    Google Scholar 

  6. Nordling, C. O.: ‘A new theory on the cancer-inducing mechanism’,Br. J. Cancer 7, (1953) 68–72.

    Google Scholar 

  7. Armitage, P. and Doll, R.: ‘Stochastic models for carcinogenesis’, in Neyman, J. (ed.),Proceedings of 4th Berkeley Symposium, Mathematical Statistics and Probability, IV: Biology and Problems of Health, University of California Press, Berkeley, 1961.

    Google Scholar 

  8. Mustard, J. F., Murphy, E. A., Rowsell, H. C., and Downie, H. G.: ‘Factors influencing thrombus formationin vivo’.Amer. J. Med. 33, (1962) 621–647.

    Google Scholar 

  9. Begent, N. and Born, G. V. R.: ‘Growth ratein vivo of platelet thrombi, produced by iontophoresis of ADP, as a function of mean blood flow velocity’,nature,227, (1970) 926–930.

    Google Scholar 

  10. Snedecor, G. W., and Cochran, W. G.:Statistical Methods, Seventh edition, Iowa State University Press, Ames, Iowa, 1980.

    Google Scholar 

  11. Kendall, M. G., and Stuart, A.:The Advanced Theory of Statistics, Vol. II, Chapter 17, Haffner, New York, 1961.

    Google Scholar 

  12. Groeneveld, R. A. and Meeden, G.: ‘The mode, median and mean inequality’,Amer. Stat. 31, (1977) 121–122.

    Google Scholar 

  13. Armitage, P. and Doll, R.: ‘The age distribution of cancer and a multi-stage theory of carcinogenesis’,Br. J. Cancer,8, (1954) 1–12.

    Google Scholar 

  14. Knudson, A. G.: ‘Genetic and environmental interaction in the origin of human cancer inGenetics of Human Cancer’, in Progress in Cancer Research and Therapy Vol. 3 edited by J. J. Mulvihill, R. W. Miller, and J. F. Fraumeni, Raven, New York, 1977.

    Google Scholar 

  15. Murphy E. A.: ‘Hereditary polyposis II. Genetic counselling’,Johns Hop. Med. J.,145, (1979) 177–186.

    Google Scholar 

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The research for this paper was supported by Grant AG01334 of The National Institutes of Health.

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Murphy, E.A. Skewness and asymmetry of distributions. Metamedicine 3, 87–99 (1982). https://doi.org/10.1007/BF00882717

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