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A class of consistent tests for exponentiality based on the empirical Laplace transform

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Abstract

The Laplace transform ψ(t=E[exp(−tX)]) of a random variable with exponential density λ exp(−λx), x≥0, satisfies the differential equation (λ+t)ψ′(t)+ψ(t=0, t≥0). We study the behaviour of a class of consistent (“omnibus”) tests for exponentiality based on a suitably weighted integral of % MathType!MTEF!2!1!+-% feaafeart1ev1aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn% hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr% 4rNCHbGeaGqiVu0Je9sqqrpepC0xbbL8F4rqaqpepeea0xe9qqVa0l% b9peea0lb9sq-JfrVkFHe9peea0dXdarVe0Fb9pgea0xa9pue9Fve9% Ffc8meGabaqaciGacaGaaeqabaWaaeaaeaaakeaacaGGBbGaaiikai% qbeU7aSzaajaWaaSbaaSqaaGqaciaa-5gaaeqaaOGaey4kaSIaamiD% aiaacMcacqaHipqEcaWFNaWaaSbaaSqaaiaad6gaaeqaaOGaaiikai% aadshacaGGPaGaey4kaSIaeqiYdK3aaSbaaSqaaiaad6gaaeqaaOGa% aiikaiaadshacaGGPaGaaiyxamaaCaaaleqabaGaaGOmaaaaaaa!4C69!\[[(\hat \lambda _n + t)\psi '_n (t) + \psi _n (t)]^2 \], where % MathType!MTEF!2!1!+-% feaafeart1ev1aaatCvAUfeBSjuyZL2yd9gzLbvyNv2CaerbuLwBLn% hiov2DGi1BTfMBaeXatLxBI9gBaerbd9wDYLwzYbItLDharqqtubsr% 4rNCHbGeaGqiVu0Je9sqqrpepC0xbbL8F4rqaqpepeea0xe9qqVa0l% b9peea0lb9sq-JfrVkFHe9peea0dXdarVe0Fb9pgea0xa9pue9Fve9% Ffc8meGabaqaciGacaGaaeqabaWaaeaaeaaakeaacuaH7oaBgaqcam% aaBaaaleaaieGacaWFUbaabeaaaaa!3A66!\[\hat \lambda _n \] is the maximum-likelihood-estimate of λ and ψn is the empirical Laplace transform, each based on an i.i.d. sample X 1,...,X n .

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References

  • Araujo, A. and Giné, E. (1980). The Central Limit Theorem for Real and Banach Valued Random Variables, Wiley, New York.

    Google Scholar 

  • Bartholomew, D. J. (1957). Testing for departure from the exponential distribution, Biometrika, 44, 253–257.

    Google Scholar 

  • D'Agostino, R. B. and Stephens, M. A. (1986). Goodness-of-Fit-Techniques, Dekker, New York.

    Google Scholar 

  • Davis, Ch. S. and Stephens, M. A. (1989). Algorithm AS 248: Empirical distribution function goodness-of-fit tests, Appl. Statist., 38, 535–543.

    Google Scholar 

  • De Wet, T. and Randles, R. H. (1987). On the effect of substituting parameter estimators in limiting χ2 U and V statistics, Ann. Statist., 15, 398–412.

    Google Scholar 

  • Feller, W. (1966). An Introduction to Probability Theory and Its Applications, Vol. II, Wiley, New York.

    Google Scholar 

  • Moran, P. A. P. (1951). The random division of an interval—Part II, J. Roy. Statist. Soc. Ser. B, 13, 147–150.

    Google Scholar 

  • Patwardhan, G. (1988). Tests for exponentiality, Comm. Statist. A—Theory Methods, 17, 3705–3722.

    Google Scholar 

  • Sarkadi, K. (1975). The consistency of the Shapiro-Francia test, Biometrika, 62, 445–450.

    Google Scholar 

  • Serfling, R. (1980). Approximation Theorems of Mathematical Statistics, Wiley, New York.

    Google Scholar 

  • Shapiro, S. S. and Wilk, M. B. (1972). An analysis of variance test for the exponential distribution, Technometrics, 12, 355–370.

    Google Scholar 

  • Shorack, G. R. (1972). The best test of exponentiality against Gamma alternatives, J. Amer. Statist. Assoc., 67, 213–214.

    Google Scholar 

  • Spurrier, J. D. (1984). An overview of tests for exponentiality, Comm. Statist. A—Theory Methods, 13, 1635–1654.

    Google Scholar 

  • Stephens, M. A. (1978). On the W test for exponentiality with origin known, Technometrics, 20, 33–35.

    Google Scholar 

Download references

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Baringhaus, L., Henze, N. A class of consistent tests for exponentiality based on the empirical Laplace transform. Ann Inst Stat Math 43, 551–564 (1991). https://doi.org/10.1007/BF00053372

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  • DOI: https://doi.org/10.1007/BF00053372

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