Exact likelihood inference for the two-parameter exponential distribution under Type-II progressively hybrid censoring

Hybrid censoring schemes are commonly used in life-testing experiments to reduce the experimental time and the cost. A Type-II progressive hybrid censoring scheme (PHCS) was introduced by Kundu and Joarder (Comput Stat Data Anal 50:2509–2528, 2006) that combines progressive Type-II censoring and Type-I censoring. In this paper, we consider the statistical inference of a two-parameter exponential distribution under the Type-II PHCS. The conditional maximum likelihood estimates (MLEs) of the model parameters and their joint and marginal conditional moment generating functions are derived. Based on these exact conditional moments, bias-reduced estimators are proposed and their distributions are discussed. Confidence intervals of the model parameters based on exact and asymptotic distributions of the MLEs and bias-reduced estimators are developed. The performances of the point and interval estimation procedures are evaluated and compared through exact calculations and Monte Carlo simulations. Recommendations are made based on these results and an illustrative example is presented.

[1]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[2]  Narayanaswamy Balakrishnan,et al.  An efficient computational method for moments of order statistics under progressive censoring , 2002 .

[3]  A. Singh Exponential Distribution: Theory, Methods and Applications , 1996 .

[4]  DavidR . Thomas,et al.  Linear Order Statistic Estimation for the Two-Parameter Weibull and Extreme-Value Distributions from Type II Progressively Censored Samples , 1972 .

[5]  Gian Carlo Montanari,et al.  Progressively-censored aging tests on XLPE-insulated cable models , 1988 .

[6]  N. Balakrishnan,et al.  Progressive Censoring: Theory, Methods, and Applications , 2000 .

[7]  Lee J. Bain,et al.  Interval Estimation for the Two-parameter Double Exponential Distribution , 1973 .

[8]  Narayanaswamy Balakrishnan,et al.  The Art of Progressive Censoring: Applications to Reliability and Quality , 2014 .

[9]  Narayanaswamy Balakrishnan,et al.  Exact Likelihood Inference for an Exponential Parameter Under Progressive Hybrid Censoring Schemes , 2008 .

[10]  Narayanaswamy Balakrishnan,et al.  On the method of pivoting the CDF for exact confidence intervals with illustration for exponential mean under life-test with time constraints , 2014, 1402.2094.

[11]  Narayanaswamy Balakrishnan,et al.  Progressive censoring methodology: an appraisal , 2007 .

[12]  W. Nelson Statistical Methods for Reliability Data , 1998 .

[13]  N. Balakrishnan,et al.  Exact likelihood inference based on Type-I and Type-II hybrid censored samples from the exponential distribution , 2003 .

[14]  Debasis Kundu,et al.  Exact inference for the two-parameter exponential distribution under Type-II hybrid censoring , 2012 .

[15]  Narayanaswamy Balakrishnan,et al.  On some exact distributional results based on Type-I progressively hybrid censored data from exponential distributions , 2013 .

[16]  Debasis Kundu,et al.  Analysis of Type-II progressively hybrid censored data , 2006, Comput. Stat. Data Anal..

[17]  Debasis Kundu,et al.  Hybrid censoring: Models, inferential results and applications , 2013, Comput. Stat. Data Anal..

[18]  A. Cohen,et al.  Progressively Censored Samples in Life Testing , 1963 .

[19]  G. K. Bhattacharyya,et al.  Exact confidence bounds for an exponential parameter under hybrid censoring , 1987 .

[20]  Mikhail Nikulin,et al.  Statistical Models and Methods for Biomedical and Technical Systems , 2008 .

[21]  George Iliopoulos On exact confidence intervals in a competing risks model with generalized hybrid type-I censored exponential data , 2015 .

[22]  N. L. Johnson,et al.  Continuous Univariate Distributions. , 1995 .

[23]  Narayanaswamy Balakrishnan,et al.  The Art of Progressive Censoring , 2014 .

[24]  A. Cohen,et al.  Query 18: Life Testing and Early Failure , 1966 .

[25]  E. Cramer Balakrishnan, Narayanaswamy ; Aggarwala, Rita: Progressive censoring : theory, methods, and applications / N. Balakrishnan ; Rita Aggarwala. - Boston ; Basel ; Berlin, 2000 , 2000 .

[26]  Norman L. Johnson,et al.  Life Testing and Early Failure , 1966 .

[27]  Narayanaswamy Balakrishnan,et al.  Exact distribution of the MLEs of the parameters and of the quantiles of two-parameter exponential distribution under hybrid censoring , 2012 .

[28]  B. Epstein Truncated Life Tests in the Exponential Case , 1954 .