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THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA

Year 2015, Volume: 8 Issue: 1, 15 - 23, 01.03.2015

Abstract

In this study, the estimation of the parameters of the two parameters exponential distributionbased on progressive Type II censored data is considered. Assuming both location and scale parameters tobe unknown, the maximum likelihood(ML), penalized maximum likelihood (PML) and Bayes estimators areobtained. The results indicate that the PMLE is the same as the uniformly minimum variance unbiasedestimator (UMVUE). Further, the mean square errors of proposed estimators both analytical and MonteCarlo simulation study for different types of censoring schemes are computed. The results reveal that thePMLE and Bayes estimators outperform the MLE ones. This paper comes to an end by presenting anillustrative example

References

  • Aggarwala, R. and Balakrishnan,N.(1998). Some Properties of Progressive Censored Order Statistics From Arbitrary and Uniform Distributions with Applications to Inference And Simulation, Journal of Statistical Planing and Inference 70, 35- 49,
  • Balakrishnan, N. and Sandhu, R., A. (1995). A Simple Simulation Algorithm for Generating Progressive Type-II Censored Samples, American Statistician, 49 (2), 229- 230.
  • Balakrishnan, N. and Cramer, E. (2014). Art of Progressive Censoring:Applications to Reliability and Quality.Springer
  • Cohen A. C. (1991). Truncated and Censored Samples: Theory and Applications. Marcel Dekker, New York.
  • Gurunlu Alma, O., Arabi Belaghi, R. (2015c). On the estimation of Normal and Extreme Value distribu- tion Parameters based on progressive Type II hybrid censored data,Journal of Statistical Computation and Simulation, Accepted. http://dx.doi.org/10.1080/00949655.2015.1025785.
  • Mann N. R., Schafer, R. E., Singpurwalla, N. D., (1974). Methods for Statistical Analysis of Reliability and Life Data, New York, John Wiley and Sons.
  • Johnson, N. L., Kots, S. and Balakrisnnan, N. (1982). Univariate Distribution , vol 1, Wiley, New York.
  • Lawless, J. F. (1982). Statistical Models and Methods for Lifetime Data, John Wiley and Sons, New York.
Year 2015, Volume: 8 Issue: 1, 15 - 23, 01.03.2015

Abstract

References

  • Aggarwala, R. and Balakrishnan,N.(1998). Some Properties of Progressive Censored Order Statistics From Arbitrary and Uniform Distributions with Applications to Inference And Simulation, Journal of Statistical Planing and Inference 70, 35- 49,
  • Balakrishnan, N. and Sandhu, R., A. (1995). A Simple Simulation Algorithm for Generating Progressive Type-II Censored Samples, American Statistician, 49 (2), 229- 230.
  • Balakrishnan, N. and Cramer, E. (2014). Art of Progressive Censoring:Applications to Reliability and Quality.Springer
  • Cohen A. C. (1991). Truncated and Censored Samples: Theory and Applications. Marcel Dekker, New York.
  • Gurunlu Alma, O., Arabi Belaghi, R. (2015c). On the estimation of Normal and Extreme Value distribu- tion Parameters based on progressive Type II hybrid censored data,Journal of Statistical Computation and Simulation, Accepted. http://dx.doi.org/10.1080/00949655.2015.1025785.
  • Mann N. R., Schafer, R. E., Singpurwalla, N. D., (1974). Methods for Statistical Analysis of Reliability and Life Data, New York, John Wiley and Sons.
  • Johnson, N. L., Kots, S. and Balakrisnnan, N. (1982). Univariate Distribution , vol 1, Wiley, New York.
  • Lawless, J. F. (1982). Statistical Models and Methods for Lifetime Data, John Wiley and Sons, New York.
There are 8 citations in total.

Details

Other ID JA27JE35KB
Journal Section Research Article
Authors

R. Arabi Belaghi This is me

H. Bevrani This is me

M. Mohommadi. This is me

Publication Date March 1, 2015
Published in Issue Year 2015 Volume: 8 Issue: 1

Cite

APA Belaghi, R. A., Bevrani, H., & Mohommadi., M. (2015). THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA. Istatistik Journal of The Turkish Statistical Association, 8(1), 15-23.
AMA Belaghi RA, Bevrani H, Mohommadi. M. THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA. IJTSA. March 2015;8(1):15-23.
Chicago Belaghi, R. Arabi, H. Bevrani, and M. Mohommadi. “THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA”. Istatistik Journal of The Turkish Statistical Association 8, no. 1 (March 2015): 15-23.
EndNote Belaghi RA, Bevrani H, Mohommadi. M (March 1, 2015) THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA. Istatistik Journal of The Turkish Statistical Association 8 1 15–23.
IEEE R. A. Belaghi, H. Bevrani, and M. Mohommadi., “THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA”, IJTSA, vol. 8, no. 1, pp. 15–23, 2015.
ISNAD Belaghi, R. Arabi et al. “THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA”. Istatistik Journal of The Turkish Statistical Association 8/1 (March 2015), 15-23.
JAMA Belaghi RA, Bevrani H, Mohommadi. M. THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA. IJTSA. 2015;8:15–23.
MLA Belaghi, R. Arabi et al. “THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA”. Istatistik Journal of The Turkish Statistical Association, vol. 8, no. 1, 2015, pp. 15-23.
Vancouver Belaghi RA, Bevrani H, Mohommadi. M. THE ANALYSIS OF THE TWO PARAMETER EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVE TYPE II CENSORED DATA. IJTSA. 2015;8(1):15-23.