Abstract
This paper provides necessary and sufficient conditions for a solution to likelihood equations for an exponential family of distributions, which includes Gamma, Rayleigh and singly truncated normal distributions. Furthermore, the maximum likelihood estimator is obtained as a limit case when the equations have no solution. These results provide a way to test departures from Rayleigh and singly truncated normal distributions using the likelihood ratio test. A new easy way to test departures from a Gamma distribution is also introduced.
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References
Abramowita, M. and Stegun, I. A. (1972). Handbook of Mathematical Functions, Dover Publications, New York.
Barndorff-Nielsen, O. (1978). Information and Exponential Families, Wiley, Norwich.
Barndorff-Nielsen, O. and Cox, D. R. (1979). Edgeworth and saddle-point approximation with statistical application, J. Roy. Statist. Soc. Ser. B, 41(3), 279–312.
Barndorff-Nielsen, O. and Cox, D. R. (1989). Asymptotic Techniques for use in Statistics, Chapman and Hall, London.
Breitung, K. W. (1994). Asymptotic Approximations for Probability Integrals, Springer, Berlin.
Castillo, J. (1994). The singly truncated normal distribution, a non-steep exponential family, Ann. Inst. Statist. Math., 46(1), 57–66.
Cobb, L., Koppstein, P. and Chen, N. H. (1983). Estimation and moment recursion relations for multimodal distributions of the exponential family, J. Amer. Statist. Assoc., 78(381), 124–130.
D'Agostino, R. and Stephens, M. A. (1986). Goddness-of-Fit Techniques, Marcel Dekker, New York.
Johnson, N. and Kotz, S. (1970). Continuous Univariate Distributions-I, Wiley, New York.
McCullagh, P. (1987). Tensor Methods in Statistics, Chapman and Hall, London.
Pressat, R. (1966). Principes d'analyse, Cours d'analyse démographique de L'I.D.U.P., Editions de l'Institut d'études démographiques, Paris.
Rao, C. R. (1973). Linear Statistical Inference and Its Applications, 2nd ed., Wiley, London.
Ross, S. M. (1983). Stochastic Processes, Wiley, New York.
Self, S. G. and Liang, K. (1987). Asymptotic properties of maximum likelihood estimators and likelihood ratio tests under nonstandard conditions, J. Amer. Statist. Assoc., 82(398), 605–610.
Toranzos, F. I. (1952). An asymmetric bell-shaped frequency curve. Ann. Math. Statist., 23, 467–469.
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Del Castillo, J., Puig, P. Testing Departures from Gamma, Rayleigh and Truncated Normal Distributions. Annals of the Institute of Statistical Mathematics 49, 255–269 (1997). https://doi.org/10.1023/A:1003158828665
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DOI: https://doi.org/10.1023/A:1003158828665