inverse Weibull distribution;
Renyi entropy;
Shannon entropy;
maximum likelihood estimation;
maximum product of spacing estimation;
STATISTICAL-INFERENCE;
BAYESIAN-ESTIMATION;
PREDICTION;
PARAMETERS;
RELIABILITY;
D O I:
10.3390/axioms12080751
中图分类号:
O29 [应用数学];
学科分类号:
070104 ;
摘要:
This article utilizes improved adaptive progressively Type-II censored data to estimate the entropy of the inverse Weibull distribution. Renyi, q, and Shannon entropy measurements are used to define entropy to achieve this objective. Both point and interval estimations of the entropy quantities are investigated through the maximum likelihood and maximum product of spacing methods. Two parametric bootstrap confidence intervals based on the two estimation techniques are also considered for the various entropy measures. A Monte Carlo simulation study is conducted to investigate how estimates behave at various sample sizes and different censoring schemes based on some statistical measurements. The simulations demonstrate that, as anticipated, when the sample size grows, the estimation accuracy also grows. Furthermore, they show that the estimated entropy measures get closer to the actual entropy values when the censoring level decreases. For purposes of explanation, two applications to actual datasets are taken into consideration. The results verified that the adaptive or improved adaptive progressive censoring schemes give more information about data than the conventional progressive censoring scheme in terms of minimum entropy measures.
机构:
East China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R China
Yan, Weian
Li, Piao
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机构:
East China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R China
Li, Piao
Yu, Yingxia
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机构:
East China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R China
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.
Alsadat, N. H.
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机构:
King Saud Univ, Coll Business Adm, Dept Quantitat Anal, Riyadh 11451, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
Alsadat, N. H.
Kundu, Debasis
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h-index: 0
机构:
IIT Kanpur, Dept Math & Stat, Kanpur 208016, Uttar Pradesh, IndiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
机构:
Qatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, QatarQatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, Qatar
Pakyari, Reza
Baklizi, Ayman
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机构:
Qatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, QatarQatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, Qatar
机构:
Department of Statistics, Faculty of Economics and Political Science, Cairo University, GizaDepartment of Statistics, Faculty of Economics and Political Science, Cairo University, Giza
Kamal R.M.
Ismail M.A.
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h-index: 0
机构:
Department of Statistics, Faculty of Economics and Political Science, Cairo University, GizaDepartment of Statistics, Faculty of Economics and Political Science, Cairo University, Giza
机构:
East China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R China
Yan, Weian
Li, Piao
论文数: 0引用数: 0
h-index: 0
机构:
East China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R China
Li, Piao
Yu, Yingxia
论文数: 0引用数: 0
h-index: 0
机构:
East China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R ChinaEast China Jiaotong Univ, Sch Transportat & Logist, Nanchang 330013, Jiangxi, Peoples R China
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.
Alsadat, N. H.
论文数: 0引用数: 0
h-index: 0
机构:
King Saud Univ, Coll Business Adm, Dept Quantitat Anal, Riyadh 11451, Saudi ArabiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
Alsadat, N. H.
Kundu, Debasis
论文数: 0引用数: 0
h-index: 0
机构:
IIT Kanpur, Dept Math & Stat, Kanpur 208016, Uttar Pradesh, IndiaKing Saud Univ, Coll Sci, Dept Stat & Operat Res, Riyadh 11451, Saudi Arabia
机构:
Qatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, QatarQatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, Qatar
Pakyari, Reza
Baklizi, Ayman
论文数: 0引用数: 0
h-index: 0
机构:
Qatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, QatarQatar Univ, Coll Arts & Sci, Dept Math Stat & Phys, Stat Program, Doha 2713, Qatar
机构:
Department of Statistics, Faculty of Economics and Political Science, Cairo University, GizaDepartment of Statistics, Faculty of Economics and Political Science, Cairo University, Giza
Kamal R.M.
Ismail M.A.
论文数: 0引用数: 0
h-index: 0
机构:
Department of Statistics, Faculty of Economics and Political Science, Cairo University, GizaDepartment of Statistics, Faculty of Economics and Political Science, Cairo University, Giza