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Poisson-Lindley回归模型基于EM算法的诊断分析(英文)
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作者 李泽安 赵为华 《大学数学》 2010年第5期21-28,共8页
利用EM算法研究了来自于Lindley分布权重的混合Poisson模型,即Poisson-Lindley回归模型,从而利用基于完全数据似然函数的条件期望进行统计诊断和局部影响分析,得到了几个有用的诊断统计量,并用一个数值实例说明了所得统计量的有效性.
关键词 poisson-lindley回归 EM算法 诊断 广义COOK距离 局部影响分析
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The Binomial-Discrete Poisson-Lindley Model:Modeling and Applications to Count Regression
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作者 Christophe Chesneau Hassan S.Bakouch +1 位作者 Yunus Akdogan Kadir Karakaya 《Communications in Mathematical Research》 CSCD 2022年第1期28-51,共24页
On the basis of a well-established binomial structure and the socalled Poisson-Lindley distribution,a new two-parameter discrete distribution is introduced.Its properties are studied from both the theoretical and prac... On the basis of a well-established binomial structure and the socalled Poisson-Lindley distribution,a new two-parameter discrete distribution is introduced.Its properties are studied from both the theoretical and practical sides.For the theory,we discuss the moments,survival and hazard rate functions,mode and quantile function.The statistical inference on the model parameters is investigated by the maximum likelihood,moments,proportions,least square,and weighted least square estimations.A simulation study is conducted to observe the performance of the bias and mean square error of the obtained estimates.Then,applications to two practical data sets are given.Finally,we construct a new flexible count data regression model called the binomial-Poisson Lindley regression model with two practical examples in the medical area. 展开更多
关键词 Binomial-discrete family poisson-lindley distribution estimation data analysis count regression
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