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Multivariate Gini Indices

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Author Info
Koshevoy, G.A.
Mosler, K. () (Seminar fuer Wirtschafts- und Sozialstatistik, Universitaet zu Koeln, Meister-Ekkehart-Str. 9/II, 50923 Koeln, Germany)

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Abstract

The Gini index and the Gini mean difference of a univariate distribution are extended to measure the disparity of a general $d$- variate distribution. We propose and investigate two approaches, one based on the distance of the distribution from itself, the other on the volume of a convex set in $(d+1)$-space, named the lift zonoid of the distribution. When $d=1$, this volume equals the area between the usual Lorenz curve and the line of zero disparity, up to a scale factor. We get two definitions of the multivariate Gini index, which are different (when $d > 1$) but connected through the notion of the lift zonoid. Both notions inherit properties of the univariate Gini index, in particular, they are vector scale invariant, continuous, bounded by $0$ and $1$, and the bounds are sharp. They vanish if and only if the distribution is concentrated at one point. The indices have a ceteris paribus property and are consistent with multivariate extensions of the Lorenz order. Illustrations with data conclude the paper.

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Paper provided by Universitaet zu Koeln in its series Statistics and Econometrics with number 7/95.

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Length: 21 pages
Date of creation: 1995
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Handle: RePEc:wop:koelse:9507

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Related research
Keywords: Dilation; Disparity measurement; Gini mean difference; Lift zonoid; Lorenz order.;

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References listed on IDEAS
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  1. Oja, Hannu, 1983. "Descriptive statistics for multivariate distributions," Statistics & Probability Letters, Elsevier, vol. 1(6), pages 327-332, October. [Downloadable!] (restricted)
  2. Giovanni Maria Giorgi, 2005. "Bibliographic portrait of the Gini concentration ratio," Econometrics 0511004, EconWPA. [Downloadable!]
  3. Giovagnoli, Alessandra & Wynn, H. P., 1995. "Multivariate dispersion orderings," Statistics & Probability Letters, Elsevier, vol. 22(4), pages 325-332, March. [Downloadable!] (restricted)
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  1. John A. Weymark, 2003. "The Normative Approach to the Measurement of Multidimensional Inequality," Working Papers 0314, Department of Economics, Vanderbilt University, revised Jan 2004. [Downloadable!]
  2. Masato Okamoto, 2009. "Decomposition of gini and multivariate gini indices," Journal of Economic Inequality, Springer, vol. 7(2), pages 153-177, June. [Downloadable!] (restricted)
  3. K. Mosler, 2003. "Central regions and dependency," Econometrics 0309004, EconWPA. [Downloadable!]
  4. Gordon Anderson, 2008. "The empirical assessment of multidimensional welfare, inequality and poverty: Sample weighted multivariate generalizations of the Kolmogorov–Smirnov two sample tests for stochastic dominance," Journal of Economic Inequality, Springer, vol. 6(1), pages 73-87, March. [Downloadable!] (restricted)
  5. Marco Dall’Aglio & Marco Scarsini, 2000. "Zonoids, Linear Dependence, and Size-Biased Distributions on the Simplex," ICER Working Papers - Applied Mathematics Series 27-2003, ICER - International Centre for Economic Research, revised Jul 2003. [Downloadable!]
  6. Thibault Gajdos & John Weymark, 2005. "Multidimensional Generalized Gini Indices," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00085881_v1, HAL. [Downloadable!]
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  7. Karl Mosler, 2005. "Restricted Lorenz dominance of economic inequality in one and many dimensions," Journal of Economic Inequality, Springer, vol. 2(2), pages 89-103, January. [Downloadable!] (restricted)
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