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A family of measures of uncertainty involving utilities: Definition, properties, applications and statistical inferences

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Abstract

Consider an experiment involving the observation of a discrete random variable, or quantitative classification process. When, in addition to the probability of each value or class we know its “utility” (or, more precisely, we can quantify the “nature” of each value or class), the “uncertainty corresponding to the utilities” may be evaluated. In this paper, we are first going to introduce a family of Measures of Uncertainty involving Utilities and several properties of this family are studied. Then, some immediate applications are discussed: the definition of criteria for Comparing Experiments in Statistical Decision problems, and the quantification of the Inequality with respect to an economical attribute or the Industrial Concentration. Finally, we will analyze the asymptotic behaviour of the measures in simple random sampling, and some related problems.

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References

  • Aczel J (1982) A new theory of generalized information measures, recent results in the “old” theory and some “real life” interpretations of old and new information measures. Proc. Sec. World Conf. On Math. at the Serv. of Man., Canarias, p. 3

  • Azcel J, Kannappan PL (1978) A mixed theory of information III. Inset entropies of degreeβ. Inf and Contr 39:315–322

    Article  Google Scholar 

  • Blackwell D, Girshick MA (1954) Theory of games and statistical decisions. John Wiley, New York

    MATH  Google Scholar 

  • Bishop YMM, Fienberg SE, Holland PW (1975) Discrete multivariate analysis: theory and practice. MIT Press, Cambridge

    MATH  Google Scholar 

  • Bourguignon F (1979) Decomposable income inequality measures. Econometrica 47:901–920

    Article  MATH  MathSciNet  Google Scholar 

  • Cowell FA (1980) On the structure of additive inequality measures. Review of Economic Studies 47:521–531

    Article  MATH  Google Scholar 

  • Daroczy Z (1970) Generalized information functions. Inf and Contr 16:36–51

    Article  MATH  MathSciNet  Google Scholar 

  • Eichhorn W, Gehrig W (1982) Measurement of inequality in economics. In: Korte B (ed) Modern Applied mathematics — optimization and operations research. North-Holland, Amsterdam

    Google Scholar 

  • Gil MA (1979) Incertidumbre y utilidad. PhD Thesis, Universidad de Oviedo, Oviedo

    Google Scholar 

  • Gil MA (1982a) On two unquietness measures for the finite experiences. Proc. Sec. World Conf. On Math. at the Serv. of Man., Canarias, pp 299–304

  • Gil MA (1982b) Criterion of maximizing the expected quietness (invariant by homotheties in relation to the utilities). RAIRO-Rech Opér 16:319–331

    MATH  MathSciNet  Google Scholar 

  • Gil (1982c) Mixed criterion of expected utility and quietness (invariant by homotheties with respect to the utilities). Statistica, Annon XLII, n 1: 21–37

  • Gill MA (1983) Characterización axiomática de una medida para la incertidumbre correspondiente a la utilidades. Cuad de Bioest y sus Apl Informát 1:311–322

    Google Scholar 

  • Gil MA (1987) Fuzziness and loss of information in statistical problems. IEEE Trans Systems, Man, Cyber 17:1016–1025

    MATH  Google Scholar 

  • Gil MA, Caso C (1987a) A note on the estimation of the mutual information in the stratified sampling. Metron 45:295–301

    MathSciNet  Google Scholar 

  • Gil MA, Fernandez MJ, Martinez I (1988) The choice of sample size in estimating the mutual information. Appl Math Comp (accepted for publication)

  • Gil MA, Garrido JMA, Gil P (1987b) On a principle of choice among Bayes actions and its applications for comparing experiments. RAIRO-Rech Opér 21/3:259–279

    MathSciNet  Google Scholar 

  • Gil MA, Perez R, Gil P (1987c) The mutual information. Estimation in the sampling without replacement. Kybernetika 23/5:407–419

    MathSciNet  Google Scholar 

  • Gil MA, Perez R, Martinez I (1986) The mutual information. Estimation in the sampling with replacement. RAIRO-Rech Opér 20/3:257–268

    MathSciNet  Google Scholar 

  • Havrda J, Charvat F (1967) Quantification method of classification processes. Kybernetika 3:30–35

    MathSciNet  Google Scholar 

  • Horowitz I (1970) Employment concentration in the common market: an entropy approach. J Roy Statist Soc Ser A 133:463–479

    Article  Google Scholar 

  • Lindley DV (1956) On a measure of the information provided by an experiment. Ann Math Stat 27:986–1005

    MathSciNet  Google Scholar 

  • Perez R, Caso C, Gil MA (1986a) Unbiased estimation of income inequality. Statistische Hefte 27:227–237

    MATH  MathSciNet  Google Scholar 

  • Perez R, Gil MA, Gil P (1986b) Estimating the uncertainty associated with a variable in a finite population. Kybernetes 15:251–256

    MATH  MathSciNet  Google Scholar 

  • Raiffa H, Schlaifer R (1961) Applied statistical decision theory. MIT Press, Massachusetts

    Google Scholar 

  • Shorrocks AF (1980) The class of additively decomposable inequality measures. Econometrica 48:613–625

    Article  MATH  MathSciNet  Google Scholar 

  • Theil H (1967) Economics and information theory. North-Holland, Amsterdam

    Google Scholar 

  • Yaglom AM, Yaglom IM (1983) Probability and information. Theory and Decision Library, vol 35. D. Reidel Publishing Company, Dordrecht

    Google Scholar 

  • Zagier D (1983) On the decomposability of the Gini coefficient and other indices of inequality. Discussion paper No. 108, Projektgruppe Theoretische Modelle, Universität Bonn

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This work was partially supported by the Comisión Asesora de Investigación Científica Técnica (CAICYT) under the contract PB85-0401.

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Gil, M.A., Perez, R. & Gil, P. A family of measures of uncertainty involving utilities: Definition, properties, applications and statistical inferences. Metrika 36, 129–147 (1989). https://doi.org/10.1007/BF02614085

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  • DOI: https://doi.org/10.1007/BF02614085

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