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A directional test of exponentiality based on maximum correlations

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Abstract

In Fortiana and Grané (J Stat Plann Infer 108:85–97), we study a scale-free statistic, based on Hoeffding’s maximum correlation, for testing exponentiality. This statistic admits an expansion along a countable set of orthogonal axes, originating a sequence of statistics. Linear combinations of a given number p of terms in this sequence can be written as a quotient of L-statistics. In this paper, we propose a scale-free adaptive statistic for testing exponentiality with optimal power against a specific alternative and obtain its exact distribution. An empirical power study shows that the test based on this new statistic has the same level of performance than the best tests in the statistical literature.

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References

  • Baringhaus L, Henze N (2000) Tests of fit for exponentiality based on a characterization via the mean residual life function. Stat Pap 41: 225–236

    Article  MATH  MathSciNet  Google Scholar 

  • Cabaña A, Cabaña E (2005) Goodness-of-fit to the exponential distribution, focussed on Weibull alternatives. Commun Stat B. Simul Comput 34: 711–723

    Article  MATH  Google Scholar 

  • Cambanis S, Simons G, Stout W (1976) Inequalities for \({{\mathcal{E}}\,k(x,y)}\) when the marginals are fixed. Zeitschrift für Wahrscheinlichkeitstheorie und verwandte Gebiete 36: 285–294

    Article  MATH  MathSciNet  Google Scholar 

  • Chen Z (2000) A new two-parameter lifetime distribution with bathtub shape or increasing failure rate function. Stprobl 49: 155–161

    MATH  Google Scholar 

  • Cox D, Oakes D (1984) Analysis of survival data. Chapman & Hall, New York

    Google Scholar 

  • David HA (1981) Order statistics, 2nd edn. Wiley, New York

    MATH  Google Scholar 

  • Dhillon B (1981) Lifetime distributions. IEEE Trans Reliab 30: 457–459

    Article  MATH  Google Scholar 

  • Doksum KA, Yandell BS (1984) Tests for exponentiality. In: Krishnaiah PR, Sen P(eds) Handbook of statistics 4. Nonparametric Models. Elsevier, North-Holland, pp 579–611

    Google Scholar 

  • Durbin J, Knott M (1972) Components of Cramér-Von Mises statistics. I. J R Stat Soc B 34: 290–307

    MATH  MathSciNet  Google Scholar 

  • Durbin J, Knott M (1975) Components of Cramér-Von Mises statistics. II. J R Stat Soc B 37: 216–237

    MATH  MathSciNet  Google Scholar 

  • Dwass M (1961) The distribution of linear combinations of random divisions of an interval. Trabajos de Estadí stica e Investigación Operativa 12: 11–17

    MATH  MathSciNet  Google Scholar 

  • Ebrahimi N, Habibullah M, Soofi E (1992) Testing exponentiality based on Kullback–Leibler information. J R Stat Soc B 54(3): 739–748

    MATH  MathSciNet  Google Scholar 

  • Epps TW, Pulley LB (1986) A test of exponentiality vs. monotone-hazard alternatives derived from the empirical characteristic function. J R Stat Soc B 48(2): 206–213

    MATH  MathSciNet  Google Scholar 

  • Fortiana J, Grané A (2002) A scale-free goodness-of-fit statistic for the exponential distribution based on maximum correlations. J Stat Plann Infer 108: 85–97

    Article  MATH  Google Scholar 

  • Fortiana J, Grané A (2003) Goodness-of-fit tests based on maximum correlations and their orthogonal decompositions. J R Stat Soc B 65(1): 115–126

    Article  MATH  Google Scholar 

  • Gail M, Gastwirth J (1978) A scale-free goodness-of-fit test for the exponential distribution based on the Gini statistic. J R Stat Soc B 40(3): 350–357

    MATH  MathSciNet  Google Scholar 

  • Grané A, Fortiana J (2000) Descomposición y optimización de un test de exponencialidad. In: XXV Congreso de Estadística e Investigación Operativa, Vigo, Spain. Universidad de Vigo, Spain, pp 171–172

  • Grané A, Fortiana J (2006) An adaptive goodness-of-fit test. Commun Stat A Theory Methods 35(6): 1141–1155

    Article  MATH  Google Scholar 

  • Grané A, Fortiana J (2008) Karhunen–Loève basis in goodness-of-fit test decomposition: an evaluation. Commun Stat A. Theory Methods 37(19): 3144–3163

    Google Scholar 

  • Grané A, Fortiana J (2009) A location and scale goodness-of-fit statistic for the exponential distribution based on maximum correlations. Statistics 43: 1–12

    Article  MATH  MathSciNet  Google Scholar 

  • Greenwood M (1946) The statistical study of infectious diseases. J R Stat Soc A 109: 85–110

    Article  MathSciNet  Google Scholar 

  • Henze N (1993) A new flexible class of omnibus tests for exponentiality. Commun Stat A Theory Methods 22: 115–133

    Article  MATH  MathSciNet  Google Scholar 

  • Henze N, Klar B (1996) Properly resacled components of smooth tests of fit are diagnostic. Aust J Stat 38: 61–74

    Article  MATH  MathSciNet  Google Scholar 

  • Henze N, Meintanis S (2002) Goodness-of-fit tests based on a new charachterization of the Exponential distribution. Commun Stat A Theory Methods 31: 1479–1497

    Article  MATH  MathSciNet  Google Scholar 

  • Henze N, Meintanis S (2005) Recent and classical tests for exponentiality: a partial review with comparisons. Metrika 61: 29–45

    Article  MATH  MathSciNet  Google Scholar 

  • Inglot T, Kallenberg CM, Ledwina T (1994) Power approximations to and power comparison of smooth goodness-of-fit tests. Scand J Stat 21: 131–145

    MATH  MathSciNet  Google Scholar 

  • Kallenberg CM, Ledwina T (1997) Data-driven smooth tests when the hypothesis is composite. J Am Stat Assoc 92(439): 1094–1104

    Article  MATH  MathSciNet  Google Scholar 

  • Matsunawa T (1985) The exact and approximate distributions of linear combinations of selected order statistics from a uniform distribution. Ann Instit Stat Math 37: 1–16

    Article  MATH  MathSciNet  Google Scholar 

  • McDonald RP, Torii Y, Nishisato S (1979) Some results on proper eigenvalues and eigenvectors with applications to scaling. Psychometrika 44(2): 211–227

    Article  MATH  MathSciNet  Google Scholar 

  • Rayner JCW, Best DJ (1989) Smooth tests of goodness of fit. Oxford University Press, New York

    MATH  Google Scholar 

  • Shorack GR, Wellner JA (1986) Empirical processes with applications to statistics. Wiley, New York

    MATH  Google Scholar 

  • Stephens MA (1974) Components of goodness-of-fit statistics. Annales de l’Institut Henri Poincaré, Section B 10: 37–54

    MATH  MathSciNet  Google Scholar 

  • Stephens MA (1978) On the W test for exponentiality with origin known. Technometrics 20(1): 33–35

    Article  MATH  Google Scholar 

  • Stephens MA, D’Agostino RB (eds) (1986) Goodness-of-fit techniques. Marcel Dekker, New York

    MATH  Google Scholar 

  • Stigler SM (1974) Linear functions of order statistics with smooth weight functions. Ann Stat 2:676–693 Correction in: vol 7 (1979), p 466

  • Tchirina A (2007) Asymptotic properties of exponentiality tests based on L-statistics. Acta Appl Math 97: 297–309

    Article  MATH  MathSciNet  Google Scholar 

  • Vasicek O (1976) A test for normality based on sample entropy. J R Stat Soc B 38: 54–59

    MATH  MathSciNet  Google Scholar 

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Correspondence to Aurea Grané.

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Research project partially supported by Spanish grants SEJ2007-64500 and MTM2006-09920 (Ministry of Education and Science-FEDER).

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Grané, A., Fortiana, J. A directional test of exponentiality based on maximum correlations. Metrika 73, 255–274 (2011). https://doi.org/10.1007/s00184-009-0276-x

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