Hazard rate function;
Survival function;
Maximum likelihood estimation;
Odd ratio function;
Regression;
REGRESSION-MODEL;
POWER DISTRIBUTIONS;
D O I:
暂无
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, a general class of two-sided lifetime distributions is introduced via odd ratio function, the well-known concept in survival analysis and reliability engineering. Some statistical and reliability properties including survival function, quantiles, moments function, asymptotic and maximum likelihood estimation are provided in a general setting. A special case of this new family is taken up by considering the exponential model as the parent distribution. Some characteristics of this specialized model and also a discussion associated with survival regression are provided. A simulation study is presented to investigate the bias and mean square error of the maximum likelihood estimators. Moreover, two examples of real data sets are studied; point and interval estimations of all parameters are obtained by maximum likelihood and bootstrap (parametric and non-parametric) procedures. Finally, the superiority of the proposed model over some common statistical distributions is shown through the different criteria for model selection including log likelihood values, Akaike information criterion and Kolmogorov-Smirnov test statistic values.
机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Hashem, Atef F.
Abdelkawy, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Abdelkawy, M. A.
论文数: 引用数:
h-index:
机构:
Muse, Abdisalam Hassan
Yousof, Haitham M.
论文数: 0引用数: 0
h-index: 0
机构:
Benha Univ, Dept Stat Math & Insurance, Banha 13511, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Hashem, Atef F.
Abdelkawy, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Imam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Beni Suef Univ, Fac Sci, Math & Comp Sci Dept, Bani Suwayf, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia
Abdelkawy, M. A.
论文数: 引用数:
h-index:
机构:
Muse, Abdisalam Hassan
Yousof, Haitham M.
论文数: 0引用数: 0
h-index: 0
机构:
Benha Univ, Dept Stat Math & Insurance, Banha 13511, EgyptImam Mohammad Ibn Saud Islamic Univ IMSIU, Coll Sci, Dept Math & Stat, Riyadh 11432, Saudi Arabia