Abstract
A new extension of exponential distribution, called NH distribution, was recently introduced by Nadarajah and Haghighi (Statistics 45:543–558, 2011). In this paper, we consider the upper record values from this distribution. We obtain exact explicit expressions as well as several recurrence relations for the single and product moments of record values and then we use these results to compute the means, variances and the covariances of the upper record values. We make use of these calculated moments to find the best linear unbiased estimators (BLUEs) of the location and scale parameters of NH distribution. In addition, based on the observed records, we investigate how to obtain best linear unbiased predictor for the future record values. Confidence intervals for the unknown parameters and prediction intervals for future records are also discussed. Finally, we present an example in order to illustrate the inferential results obtained in this paper and compare the BLUEs with maximum likelihood estimators numerically.
Similar content being viewed by others
References
Arnold, B.C., Balakrishnan, N., Nagaraja, H.N.: Records. Wiley, New York (1998)
Balakrishnan, N., Chan, P.S.: On the normal record values and associated inference. Stat. Probab. Lett. 39, 73–80 (1998)
Burkschat, M.: Linear estimators and predictors based on generalized order statistics from generalized Pareto distributions. Commun. Stat. Theory Meth. 9, 311–326 (2010)
Chandler, K.N.: The distribution and frequency of record values. J. R. Stat. Soc. Ser. B 14, 220–228 (1952)
Choulakian, V., Stephens, M.A.: Goodness-of-fit for the generalized Pareto distribution. Technometrics 43, 478–484 (2001)
Lemonte, A.J.: A new exponential-type distribution with constant, decreasing, increasing, upside-down bathtub and bathtub-shaped failure rate function. Comput. Stat. Data Anal. 62, 149–170 (2013)
Nadarajah, S., Haghighi, F.: An extension of the exponential distribution. Statistics 45, 543–558 (2011)
Nevzorov, V.: Records: mathematical theory. In: Translation of Mathematical Monographs, vol. 194. Amer Math Soc, Providence (2001)
Raqab, M.Z.: Inferences for generalized exponential distribution based on record statistics. J. Stat. Plan. Inf. 104, 339–350 (2002)
Sultan, K.S., AL-Dayian, G.R., Mohammad, H.H.: Estimation and prediction from gamma distribution based on record values. Comput. Stat. Data Anal. 52:1430–1440 (2008)
Sultan, K.S., Moshref, M.E.: Record values from generalized Pareto distribution and associated inference. Metrika 51, 105–116 (2000)
Acknowledgments
The authors thank the referees for their constructive and useful comments and suggestions regarding the first version of this manuscript, which led to this improved version.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
MirMostafaee, S.M.T., Asgharzadeh, A. & Fallah, A. Record values from NH distribution and associated inference. METRON 74, 37–59 (2016). https://doi.org/10.1007/s40300-015-0069-0
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40300-015-0069-0