Abstract
Baker (2008) shows how more flexible densities on ℝ+ can be generated from others by applying the Cauchy-Schlömilch transformation to the abscissa. Such “transformation of scale” is not even guaranteed to provide integrable functions in general. The appeal of the Cauchy-Schlömilch transformation is that it automatically does so; moreover, the normalising constant is unaffected and hence immediately available. In this paper, we fit the original Cauchy-Schlömilch transformation into a broader framework of novel extended Cauchy-Schlömilch transformations based on self-inverse functions, and propose the corresponding newly generated densities which also retain the same normalising constant. As well as providing parallels with, and extensions of, the many properties of the new densities developed by Baker, we investigate the skewness properties of both original and extended Cauchy- Schlömilch-based distributions via application of a recently proposed densitybased approach to quantifying asymmetry.
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References
Arnold, B.C. and Groeneveld, R.A. (1995). Measuring skewness with respect to the mode. Amer. Statist., 49, 34–38.
Avérous, J., Fougères, A.L. and Meste, M. (1996). Tailweight with respect to the mode for unimodal distributions. Statist. Probab. Lett., 28, 367–373.
Baker, R. (2008). Probabilistic applications of the Schlömilch transformation. Comm. Statist. Theory Meth., 37, 2162–2176.
Boros, G. and Moll, V.H. (2004) Irresistible Integrals; Symbolics, Analysis and Experiments in the Evaluation of Integrals. Cambridge University Press, Cambridge.
Boshnakov, G.N. (2007). Some measures for asymmetry of distibutions. Statist. Probab. Lett., 77, 1111–1116.
Chaubey, Y.P., Mudholkar, G.S. and Jones, M.C. (2010) Reciprocal symmetry, unimodality and Khintchine’s theorem. Proc. Roy. Soc. Ser. A, 466, 2079–2096.
Critchley, F. and Jones, M.C. (2008). Asymmetry and gradient asymmetry functions: density-based skewness and kurtosis. Scand. J. Statist., 35, 415–437.
Gradshteyn, I.S. and Ryzhik, I.M. (1994). Table of Integrals, Series, and Products, 5th Edition. Academic Press, San Diego.
Jones, M.C. (2007). Connecting distributions with power tails on the real line, the half line and the interval. Internat. Statist. Rev., 75, 58–69.
Kucerovsky, D., Marchand, E. and Small, R.D. (2005). On the equality in distribution of the random variables X and g(X). Int. J. Pure Appl. Math., 23, 93–114.
Mudholkar, G.S. and Wang, H. (2007). IG-symmetry and R-symmetry: inter-relations and applications to the inverse Gaussian theory. J. Statist. Plann. Inference, 137, 3655–71.
van Zwet, W.R. (1964). Convex Transformations of Random Variables. Mathematisch Centrum, Amsterdam.
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Jones, M.C. Distributions generated by transformation of scale using an extended Cauchy-Schlömilch transformation. Sankhya A 72, 359–375 (2010). https://doi.org/10.1007/s13171-010-0021-6
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DOI: https://doi.org/10.1007/s13171-010-0021-6