Research Article

Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics

Volume: 48 Number: 1 February 1, 2019
EN

Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics

Abstract

Based on progressive type-II censored samples, we first derive the  recurrence relations for the single and product moments and then use these results to compute the means and  variances  of reduced Kies  distribution (RKD), a new  distribution, recently introduced by [21]. Next, we obtain the maximum likelihood estimators of the unknown parameter and the approximate confidence interval of the RKD. Finally, we consider Bayes estimation under the symmetric and asymmetric loss functions using gamma prior for the shape  parameter. We have also derived two-sided Bayes probability interval (TBPI) and the highest posterior density (HPD) credible intervals of this distribution. Monte Carlo simulations are performed to compare the performances of the proposed methods, and a data set has been analyzed for illustrative purposes.

Keywords

References

  1. Aggarwala, R. and Balakrishnan, N. Recurrence relations for single and product moments of progressively Type-II censored order statistics from a exponential and truncated exponential distribution, Ann. Inst. Statist. Math., 48, 757-771, (1996).
  2. Arnold, B. C., Balakrishnan, N. and Nagaraja, H. N. A First Course in Order Statistics, John Wiley & Sons, New York, (1992).
  3. Balakrishnan, N. and Malik, H. J. Order statistics from the linear-exponential distribution, part I: Increasing hazard rate case, Communications in Statistics, Theory and Methods, 15, 179-203, (1986).
  4. Balakrishnan, N. and Sandhu, R. A. A simple simulational algorithm for generating progressive Type-II censored samples, Amer. Statist., 49, 229-230, (1995).
  5. Balakrishnan, N. and Aggarwala, R. Recurrence relations for single and product moments of order statistics from a generalized logistic distribution with applications to inference and generalizations to double truncation, Handbook of Statistics, 17, 85-126., (1998).
  6. Balakrishnan, N. and Sultan, K. S. Recurrence relations for single and product moments of progressively Type-II censored order statistics from a exponential and truncated exponential distribution, Ann. Inst. Statist. Math., 48, 757-771, (1998).
  7. Balakrishnan, N. and Sultan, K. S. Recurrence relations and identities for moments of order statistics, In: N. Balakrishnan and C. R. Rao, eds. Handbook of Statistics, 16, 149-228, Order Statistics: Theory and Methods, North-Holland, Amsterdam, The Netherlands., (1998).
  8. Balakrishnan, N. and Aggarwala, R. Progressive Censoring: Theory, Method and Applications Birkhauser, Boston., (2000).

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Publication Date

February 1, 2019

Submission Date

September 10, 2017

Acceptance Date

June 28, 2018

Published in Issue

Year 2019 Volume: 48 Number: 1

APA
Dey, S., Nassar, M., & Kumar, D. (2019). Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics. Hacettepe Journal of Mathematics and Statistics, 48(1), 332-350. https://izlik.org/JA87MP32WH
AMA
1.Dey S, Nassar M, Kumar D. Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics. Hacettepe Journal of Mathematics and Statistics. 2019;48(1):332-350. https://izlik.org/JA87MP32WH
Chicago
Dey, Sanku, Mazen Nassar, and Devendra Kumar. 2019. “Moments and Estimation of Reduced Kies Distribution Based on Progressive Type-II Right Censored Order Statistics”. Hacettepe Journal of Mathematics and Statistics 48 (1): 332-50. https://izlik.org/JA87MP32WH.
EndNote
Dey S, Nassar M, Kumar D (February 1, 2019) Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics. Hacettepe Journal of Mathematics and Statistics 48 1 332–350.
IEEE
[1]S. Dey, M. Nassar, and D. Kumar, “Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics”, Hacettepe Journal of Mathematics and Statistics, vol. 48, no. 1, pp. 332–350, Feb. 2019, [Online]. Available: https://izlik.org/JA87MP32WH
ISNAD
Dey, Sanku - Nassar, Mazen - Kumar, Devendra. “Moments and Estimation of Reduced Kies Distribution Based on Progressive Type-II Right Censored Order Statistics”. Hacettepe Journal of Mathematics and Statistics 48/1 (February 1, 2019): 332-350. https://izlik.org/JA87MP32WH.
JAMA
1.Dey S, Nassar M, Kumar D. Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics. Hacettepe Journal of Mathematics and Statistics. 2019;48:332–350.
MLA
Dey, Sanku, et al. “Moments and Estimation of Reduced Kies Distribution Based on Progressive Type-II Right Censored Order Statistics”. Hacettepe Journal of Mathematics and Statistics, vol. 48, no. 1, Feb. 2019, pp. 332-50, https://izlik.org/JA87MP32WH.
Vancouver
1.Sanku Dey, Mazen Nassar, Devendra Kumar. Moments and estimation of reduced Kies distribution based on progressive type-II right censored order statistics. Hacettepe Journal of Mathematics and Statistics [Internet]. 2019 Feb. 1;48(1):332-50. Available from: https://izlik.org/JA87MP32WH