Abstract
A test procedure based on a weighted integral approach is developed to detect Laplace order dominance. The asymptotic distributions of our scale-invariant test statistics are derived and consistency of the test established. General expressions of local approximate Bahadur efficiencies for the test statistics are obtained and evaluated for typical alternatives. The performance of the test is assessed by means of a simulation study and through application to some real life data sets.
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References
Abramowitz M, Stegun IA (eds) (1964) Handbook of mathematical functions with formulas, graphs, and mathematical tables, NBS Applied Mathematics Series 55. National Bureau of Standards, Washington, DC
Ahmad IA (2001) Moment inequalities of ageing families of distributions with hypothesis testing applications. J Stat Plann Inference 92:967–974
Ahmad IA (2004) A simple and more efficient new approach to life testing. Commun Stat Theory Methods 33(9):2199–2215
Anis MZ, Mitra M (2011) A generalized Hollander-Proschan type test for NBUE alternatives. Stat Probab Lett 81:126–132
Bahadur RR (1971) Some limit theorems in statistics. SIAM, Philadelphia
Basu AP, Ebrahimi N (1985) Testing whether survival function is harmonic new better than used in expectation. Ann Inst Stat Math 37:347–359
Basu S, Mitra M (2002) Testing exponentiality against Laplace order dominance. Statistics 36:223–229
Barlow RE, Doksum K (1972) Isotonic tests for convex ordering. Proc Sixth Berkeley Symp Math Stat Probab 1:293–323
Belzunce F, Candel J, Ruiz JM (1998) Testing the stochastic order and the IFR, DFR, NBU, NWU ageing classes. IEEE Trans Reliab 47(3):285–296
Belzunce F, Pinar JF, Ruiz JM (2005) On testing the dilation order and HNBUE alternatives. Ann Inst Stat Math 57(4):803–815
Bergman B, Klefsjö B (1989) A family of test statistics for detecting monotone mean residual life. J Stat Plann Inference 21:161–178
Berrendero JR, Cárcamo J (2009) Characterization of exponentiality within the HNBUE class and related tests. J Stat Plann Inference 139:2399–2406
Bhattacharjee M (1999) Exponentiality within class \(\cal{L}\) and stochastic equivalence of Laplace ordered survival times. Probab Eng Inf Sci 13:201–207
Bickel PJ, Doksum K (1969) Tests of monotone failure rate based on normalized spacings. Ann Math Stat 40:1216–1235
Bryson MC, Siddiqui MM (1969) Some criteria for aging. J Am Stat Assoc 64:1472–1483
Chaudhuri G (1997) Testing exponentiality against L-distributions. J Stat Plann Inference 64:249–255
Engelhardt M, Bain LJ, Wright FT (1981) Inferences on the parameters of the Birnbaum–Saunders fatigue life distribution based on maximum likelihood estimation. Technometrics 23:251–256
Henze N, Klar B (2001) Testing exponentiality against the \(\cal{L}\)-class of life distributions. Math Methods Stat 10:232–246
Henze N, Meintanis SG (2005) Recent and classical tests for exponentiality: a partial review with comparisons. Metrika 61:29–45
Hollander M, Proschan F (1972) Testing whether new is better than used. Ann Math Stat 43:1136–1146
Hollander M, Proschan F (1975) Test for mean residual life. Biometrika 62:585–593
Jammalamadaka SR, Lee ES (1998) Testing for harmonic new better than used in expectation. Probab Eng Inform Sci 12:409–416
Klar B (2002) A note on the \(\cal{L}\)-class of life distributions. J Appl Probab 20:11–19
Klar B (2003) On a test of exponentiality against Laplace order dominance. Statistics 37(6):505–515
Klar B, Müller A (2003) Characterizations of classes of lifetime distributions generalizing the NBUE class. J Appl Probab 40:20–32
Klefsjö B (1983a) Testing exponentiality against HNBUE. Scand J Stat 43:1136–1146
Klefsjö B (1983b) A useful ageing property based on the Laplace transform. J Appl Probab 20:615–626
Koul HL (1978) A class of tests for testing ‘new better than used’. Can J Stat 6:249–271
Lai CD (1994) Tests of univariate and bivariate stochastic ageing. IEEE Trans Reliab 43(2):233–241
Lai CD, Xie M (2006) Stochastic ageing and dependence for reliability. Springer, New York
Lin G (1998) Characterizations of the \(\cal{L}\)-class of life distributions. Stat Probab Lett 40:259–266
Mitra M, Anis MZ (2008) An \(L\)-statistic approach to a test of exponentiality against IFR alternatives. J Stat Plann Inference 138:3144–3148
Nikitin Y (1995) Asymptotic efficiency of nonparametric tests. Cambridge University Press, Cambridge
Proschan F (1963) Theoretical explanation of observed decreasing failure rate. Technometrics 5(3):375–383
Proschan F, Pyke R (1967) Tests for monotone failure rate. Proc Fifth Berkeley Symp Math Stat Probab 3:293–312
Sankaran PG, Midhu NN (2016) Testing exponentiality using mean residual quantile function. Stat Pap 57:235–247
Sengupta D (1995) Reliability bounds for the \(\cal{L}\)-class and Laplace order. J Appl Probab 32:832–835
Shaked M, Shanthikumar JG (1994) Stochastic orders and their applications. Academic Press Inc., Boston
Stoyan D (1983) Comparison models for queues and other stochastic models. Wiley, New York
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The authors are grateful to two anonymous reviewers for their insightful comments which have substantially improved the presentation of the paper.
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Majumder, P., Mitra, M. A test for detecting Laplace order dominance and related Bahadur efficiency issues. Stat Papers 60, 1921–1937 (2019). https://doi.org/10.1007/s00362-017-0901-0
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DOI: https://doi.org/10.1007/s00362-017-0901-0