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Erschienen in: Annals of Data Science 4/2019

28.03.2019

Generalized Lindley Distribution Based on Order Statistics and Associated Inference with Application

verfasst von: Devendra Kumar, Anju Goyal

Erschienen in: Annals of Data Science | Ausgabe 4/2019

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Abstract

The generalized Lindley distribution is an important distribution for analyzing the stress–strength reliability models and lifetime data, which is quite flexible and can be used effectively in modeling survival data. It can have increasing, decreasing, upside-down bathtub and bathtub shaped failure rate. In this paper, we derive the exact explicit expressions for the single, double (product), triple and quadruple moments of order statistics from the generalized Lindley distribution. By using these relations, we have tabulated the expected values, second moments, variances and covariances of order statistics from samples of sizes up to 10 for various values of the parameters. Also, we use these moments to obtain the best linear unbiased estimates of the location and scale parameters based on Type-II right-censored samples. In addition, we carry out some numerical illustrations through Monte Carlo simulations to show the usefulness of the findings. Finally, we apply the findings of the paper to some real data set.

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Literatur
1.
Zurück zum Zitat Arnold BC, Balakrishnan N, Nagaraja HN (2003) A first course in order statistics. Wiley, New York Arnold BC, Balakrishnan N, Nagaraja HN (2003) A first course in order statistics. Wiley, New York
2.
Zurück zum Zitat Asgharzadeh A, Bakouch HS, Nadarajah S, Sharafi F (2016) A new weighted Lindley distribution with application. Braz J Probab Stat 30(1):1–27CrossRef Asgharzadeh A, Bakouch HS, Nadarajah S, Sharafi F (2016) A new weighted Lindley distribution with application. Braz J Probab Stat 30(1):1–27CrossRef
3.
Zurück zum Zitat Bakouch H, Al-Zahrani B, Al-Shomrani A, Marchi V, Louzada F (2012) An extended lindley distribution. J Korean Stat Soc 41(1):75–85CrossRef Bakouch H, Al-Zahrani B, Al-Shomrani A, Marchi V, Louzada F (2012) An extended lindley distribution. J Korean Stat Soc 41(1):75–85CrossRef
4.
Zurück zum Zitat Balakrishnan N, Zhu X, Al-Zaharani B (2015) Recursive computation of the single and product moments of order statistics for the complementary exponential-geometric distribution. J Stat Comput Simul 85:2187–2201CrossRef Balakrishnan N, Zhu X, Al-Zaharani B (2015) Recursive computation of the single and product moments of order statistics for the complementary exponential-geometric distribution. J Stat Comput Simul 85:2187–2201CrossRef
5.
Zurück zum Zitat Barreto-Souza W, Bakouch HS (2013) A new lifetime model with decreasing failure rate. Statistics 47:465–476CrossRef Barreto-Souza W, Bakouch HS (2013) A new lifetime model with decreasing failure rate. Statistics 47:465–476CrossRef
6.
Zurück zum Zitat Bennette S (1983) Log-logistic regression models for survival data. Appl Stat 32:165–171CrossRef Bennette S (1983) Log-logistic regression models for survival data. Appl Stat 32:165–171CrossRef
7.
Zurück zum Zitat Bhaumik DK, Kapur K, Gibbons RD (2009) Testing parameters of a gamma distribution for small samples. Technometrics 51:326–334CrossRef Bhaumik DK, Kapur K, Gibbons RD (2009) Testing parameters of a gamma distribution for small samples. Technometrics 51:326–334CrossRef
8.
Zurück zum Zitat Efron B (1988) Logistic regression, survival analysis, and the Kaplan–Meier curve. J Am Stat Assoc 83:414–425CrossRef Efron B (1988) Logistic regression, survival analysis, and the Kaplan–Meier curve. J Am Stat Assoc 83:414–425CrossRef
9.
Zurück zum Zitat Ghitany M, Atieh B, Nadarajah S (2008) Lindley distribution and its application. Math Comput Simul 78:493–506CrossRef Ghitany M, Atieh B, Nadarajah S (2008) Lindley distribution and its application. Math Comput Simul 78:493–506CrossRef
10.
Zurück zum Zitat Ghitany M, Alqallaf F, Al-Mutairi D, Husain HA (2011) A two-parameter weighted Lindley distribution and its applications to survival data. Math Comput Simul 81:1190–1201CrossRef Ghitany M, Alqallaf F, Al-Mutairi D, Husain HA (2011) A two-parameter weighted Lindley distribution and its applications to survival data. Math Comput Simul 81:1190–1201CrossRef
11.
Zurück zum Zitat Ghitany M, Al-Mutairi D, Balakrishnan N, Al-Enezi L (2013) Power lindley distribution and associated inference. Comput Stat Data Anal 64:20–33CrossRef Ghitany M, Al-Mutairi D, Balakrishnan N, Al-Enezi L (2013) Power lindley distribution and associated inference. Comput Stat Data Anal 64:20–33CrossRef
12.
Zurück zum Zitat Kumar D (2013) Relations for marginal and joint moment generating functions of Marshall–Olkin extended logistic distribution based on lower generalized order statistics and characterization. Am J Math Manag Sci 32:19–39 Kumar D (2013) Relations for marginal and joint moment generating functions of Marshall–Olkin extended logistic distribution based on lower generalized order statistics and characterization. Am J Math Manag Sci 32:19–39
13.
Zurück zum Zitat Kumar D (2017) The Singh–Maddala distribution: properties and estimation. Int J Syst Assur Eng Manag 8:1297–1311CrossRef Kumar D (2017) The Singh–Maddala distribution: properties and estimation. Int J Syst Assur Eng Manag 8:1297–1311CrossRef
14.
Zurück zum Zitat Kumar D, Dey S (2017a) Power generalized Weibull distribution based on order statistics. J Stat Res 51(1):61–78 Kumar D, Dey S (2017a) Power generalized Weibull distribution based on order statistics. J Stat Res 51(1):61–78
15.
Zurück zum Zitat Kumar D, Dey S (2017b) Relations for moments of generalized order statistics from extended exponential distribution. Am J Math Manag Sci 36:378–400 Kumar D, Dey S (2017b) Relations for moments of generalized order statistics from extended exponential distribution. Am J Math Manag Sci 36:378–400
17.
Zurück zum Zitat Kumar D, Dey S, Nadarajah S (2017) Extended exponential distribution based on order statistics. Commun Stat Theory Methods 46(18):9166–9184CrossRef Kumar D, Dey S, Nadarajah S (2017) Extended exponential distribution based on order statistics. Commun Stat Theory Methods 46(18):9166–9184CrossRef
18.
Zurück zum Zitat Langlands A, Pocock S, Kerr G, Gore S (1997) Long-term survival of patients with breast cancer: a study of the curability of the disease. Br Med J 2:1247–1251CrossRef Langlands A, Pocock S, Kerr G, Gore S (1997) Long-term survival of patients with breast cancer: a study of the curability of the disease. Br Med J 2:1247–1251CrossRef
19.
Zurück zum Zitat Lindley D (1958) Fiducial distributions and Bayes theorem. J R Stat Soc Ser B 20:102–107 Lindley D (1958) Fiducial distributions and Bayes theorem. J R Stat Soc Ser B 20:102–107
20.
Zurück zum Zitat Meyer J (1987) Two-moment decision models and expected utility maximization. Am Econ Rev 77:421430 Meyer J (1987) Two-moment decision models and expected utility maximization. Am Econ Rev 77:421430
21.
Zurück zum Zitat Nadarajah S, Bakouch HS, Tahmasbi R (2011) A generalized lindley distribution. Sankhya B 73(2):331–359CrossRef Nadarajah S, Bakouch HS, Tahmasbi R (2011) A generalized lindley distribution. Sankhya B 73(2):331–359CrossRef
22.
Zurück zum Zitat Sankaran M (1970) The discrete Poisson–Lindley distribution. Biometrics 26(1):145–149CrossRef Sankaran M (1970) The discrete Poisson–Lindley distribution. Biometrics 26(1):145–149CrossRef
23.
Zurück zum Zitat Shanker R, Sharma S, Shanker R (2013) A two-parameter Lindley distribution for modeling waiting and survival times data. Appl Math 4:363–368CrossRef Shanker R, Sharma S, Shanker R (2013) A two-parameter Lindley distribution for modeling waiting and survival times data. Appl Math 4:363–368CrossRef
24.
Zurück zum Zitat Sultan KS, AL-Thubyani WS (2016) Higher order moments of order statistics from the Lindley distribution and associated inference. J Stat Comput Simul 86:3432–3445CrossRef Sultan KS, AL-Thubyani WS (2016) Higher order moments of order statistics from the Lindley distribution and associated inference. J Stat Comput Simul 86:3432–3445CrossRef
25.
Zurück zum Zitat Wasserman GS (2003) Reliability verification, testing and analysis in engineering design. Marcel Dekker, New York Wasserman GS (2003) Reliability verification, testing and analysis in engineering design. Marcel Dekker, New York
26.
Zurück zum Zitat Zakerzadeh H, Dolati A (2009) Generalized Lindley distribution. J Math Ext 3(2):13–25 Zakerzadeh H, Dolati A (2009) Generalized Lindley distribution. J Math Ext 3(2):13–25
Metadaten
Titel
Generalized Lindley Distribution Based on Order Statistics and Associated Inference with Application
verfasst von
Devendra Kumar
Anju Goyal
Publikationsdatum
28.03.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Annals of Data Science / Ausgabe 4/2019
Print ISSN: 2198-5804
Elektronische ISSN: 2198-5812
DOI
https://doi.org/10.1007/s40745-019-00196-6

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