EM algorithm;
Geometric distribution;
Inverse Weibull distribution;
Maximum likelihood estimation;
Method of minimum distance;
Zero-truncated Poisson distribution;
LIFETIME DISTRIBUTION;
MODEL;
D O I:
10.1080/03610918.2018.1429623
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
In this paper two probability distributions are analyzed which are formed by compounding inverse Weibull with zero-truncated Poisson and geometric distributions. The distributions can be used to model lifetime of series system where the lifetimes follow inverse Weibull distribution and the subgroup size being random follows either geometric or zero-truncated Poisson distribution. Some of the important statistical and reliability properties of each of the distributions are derived. The distributions are found to exhibit both monotone and non-monotone failure rates. The parameters of the distributions are estimated using the expectation-maximization algorithm and the method of minimum distance estimation. The potentials of the distributions are explored through three real life data sets and are compared with similar compounded distributions, viz. Weibull-geometric, Weibull-Poisson, exponential-geometric and exponential-Poisson distributions.
机构:
Jouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 72351, Saudi ArabiaJouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 72351, Saudi Arabia
Al-Moisheer, A. S.
Elbatal, I.
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机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Dept Math & Stat, Coll Sci, Riyadh, Saudi ArabiaJouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 72351, Saudi Arabia
Elbatal, I.
Almutiry, Waleed
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机构:
Qassim Univ, Dept Math, Coll Arts & Sci, Ar Rass, Saudi ArabiaJouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 72351, Saudi Arabia
Almutiry, Waleed
Elgarhy, Mohammed
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机构:
Higher Inst Commercial Sci, Al Mahalla Al Kubra 31951, Algarbia, EgyptJouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 72351, Saudi Arabia
机构:
King Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
Sultan, K. S.
Ismail, M. A.
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机构:
King Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
Ismail, M. A.
Al-Moisheer, A. S.
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机构:
King Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
机构:
Aljouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 42421, Saudi ArabiaAljouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 42421, Saudi Arabia
Al-Moisheer, A. S.
Sultan, K. S.
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机构:
King Saud Univ, Dept Stat & Operat Res, Coll Sci, POB 2455, Riyadh 11451, Saudi ArabiaAljouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 42421, Saudi Arabia
Sultan, K. S.
Al-Shehri, M. A.
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机构:
King Saud Univ, Dept Quantitat Anal, Coll Business Adm, POB 3629, Riyadh 13214, Saudi ArabiaAljouf Univ, Dept Math, Coll Sci, POB 848, Sakaka 42421, Saudi Arabia
机构:
King Saud Univ, Dept Quantitat Anal, Riyadh, Saudi ArabiaKing Saud Univ, Dept Quantitat Anal, Riyadh, Saudi Arabia
Alkarni, Said
Afify, Ahmed Z.
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机构:
Benha Univ, Dept Stat Math & Insurance, Banha, EgyptKing Saud Univ, Dept Quantitat Anal, Riyadh, Saudi Arabia
Afify, Ahmed Z.
Elbatal, I
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h-index: 0
机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh, Saudi ArabiaKing Saud Univ, Dept Quantitat Anal, Riyadh, Saudi Arabia
Elbatal, I
Elgarhy, M.
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h-index: 0
机构:
Valley High Inst Management Finance & Informat Sy, Obour, Qaliubia, EgyptKing Saud Univ, Dept Quantitat Anal, Riyadh, Saudi Arabia
机构:
King Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
Sultan, K. S.
Al-Moisheer, A. S.
论文数: 0引用数: 0
h-index: 0
机构:
Al Jouf Univ, Coll Sci, Dept Math, Sakaka 42421, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia