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半参数广义线性混合效应模型在心理学、生物育种、医学等领域有广泛的应用. Zhang(1998)用最大惩罚似然函数的方法(MPLE)对模型的参数和非参数部分进行了估计, 而Zhang (1998) MPLE方法只适用于正态数据模型. 对于泊松等常用的模型, 常的方法是将随机效应看作缺失数据, 再引入EM算法. 本文基于McCulloch 1997)提出的MCNR算法, 此算法推广到半参数广义线性混合效应模型中并得到相应的估计算法. 于非参数部分, 本文采用P样条拟合并利用GCV方法选取光滑参数, 时证明了所得估计的相合性和渐近正态性. 最后, 过模拟和实例与其它算法作比较验证本文估计方法的有效性. 相似文献
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本文研究缺失数据下对数线性模型参数的极大似然估计问题.通过Monte-Carlo EM算法去拟合所提出的模型.其中,在期望步中利用Metropolis-Hastings算法产生一个缺失数据的样本,在最大化步中利用Newton-Raphson迭代使似然函数最大化.最后,利用观测数据的Fisher信息得到参数极大似然估计的渐近方差和标准误差. 相似文献
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在医学研究和产品研制过程中, 由于试验对象难于找到或者试验费用昂贵常出现小样本情形. 此时, 精确置信推断尤其重要. 只要在样本空间中给出一种序就可以定义模型参数的某个函数的精确置信限. 这样得到的置信限称为Buehler置信限. 虽然它的定义比较容易, 但是当多维参数或者不完全观测数据出现时, 计算有时难于实行. 为了解决这种计算问题, 本文构造出一种基于EM算法的方法. EM算法原本是用于求解极大似然估计的方法, 在这里EM算法首次被用于求解精确置信限. 分析了3种模型和一组实际数据以说明这个方法. 相似文献
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基于EM算法和Laplace逼近, 本文给出了研究ZI (即含0较多的)纵向计数数据模型的影响分析方法. 为了识别含0较多的分组计数数据中的强影响点, 本文将ZI纵向数据模型中取值为0的数据赋予一定的权重; 而把随机效应看作缺失数据; 在此基础上引入EM算法, 从而应用完全数据对数似然函数的条件期望以及相应的$Q$距离函数进行影响分析; 并进一步应用Laplace逼近方法简化EM算法中的积分计算. 在此基础上, 基于数据删除模型和局部影响分析方法导出了适用于ZI纵向计数数据模型的诊断统计量. 本文也通过实际计数数据的例子验证了诊断统计量的有效性. 相似文献
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何朝兵 《高校应用数学学报(A辑)》2016,(4):413-427
通过添加部分缺失寿命变量数据,得到了删失截断情形下失效率变点模型相对简单的似然函数.讨论了所添加缺失数据变量的概率分布和随机抽样方法.利用Monte Carlo EM算法对未知参数进行了迭代.结合Metropolis-Hastings算法对参数的满条件分布进行了Gibbs抽样,基于Gibbs样本对参数进行估计,详细介绍了MCMC方法的实施步骤.随机模拟试验的结果表明各参数Bayes估计的精度较高. 相似文献
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A unified approach is proposed for making a continuity adjustment on some control charts for attributes, e.g., np-chart and c-chart. through adding a uniform (0,1) random observation to the conventional sample statistic (e.g., npi and ci). The adjusted sample statistic then has a continuous distribution. Consequently, given any Type I risk a (the probability that the sample statistic is on or beyond the control limits), control charts achieving the exact value of a can be readily constructed. Guidelines are given for when to use the continuity adjustment control chart, the conventional Shewhart control chart (with ±3 standard deviations control limits), and the control chart based on the exact distribution of the sample statistic before adjustment. 相似文献
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由于资金分配或生产规模的限制,多产品公司的某类产品与专门销售此类产品的专业产品公司相比,会有一定的不足.以两个产品公司为对象,研究了两个竞争性公司的联合销售模式,即多产品公司投资建设平台,邀请销售单一产品的专业公司在平台上共同销售某类产品.运用主从博弈建立联合销售的基础模型,探讨不同销售模式下的相关投资,并利用数值计算进行决策分析.研究表明,通过创建平台进行联合销售,一方面,消除了消费者的额外购物成本;另一方面,在平台进行联合销售使得两个公司由单纯的竞争关系转化为相互补充,不仅能够吸引更多有不同产品需求的客户,而且能够在一定程度上提高两个产品公司的利润. 相似文献
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Symmetric spaces or more general symmetric k-varieties can be defined as the homogeneous spaces G
k
/K
k
, where G is a reductive algebraic group defined over a field k of characteristic not 2, K the fixed point group of an involution θ of G and G
k
resp. K
k
the sets k-rational points of G resp. K. These symmetric spaces have a fine structure of root systems, characters, Weyl groups etc., similar to the underlying algebraic
group G. The relationship between the fine structure of the symmetric space and the group plays an important role in the study of
these symmetric spaces and their applications. To develop a computer algebra package for symmetric spaces one needs explicit
formulas expressing the fine structure of the symmetric space and group in terms of each other. In this paper we consider
the case that k is algebraically closed and give explicit algorithmic formulas for expressing the characters of the weight lattice
of the symmetric space in terms of the characters of the weight lattice
of the group. These algorithms can easily be implemented in a computer algebra package.
The root system of the symmetric space
can be described as the image of the root system of the group
under a projection π derived from an involution θ on
. This implies that
. Using these formulas for the characters of each of these lattices we show that in fact
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A.G. Helminck is partially supported by N.S.F. Grant DMS-0532140. 相似文献
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We show that the cost of solving initial value problems for high-index differential algebraic equations is polynomial in the
number of digits of accuracy requested. The algorithm analyzed is built on a Taylor series method developed by Pryce for solving
a general class of differential algebraic equations. The problem may be fully implicit, of arbitrarily high fixed index and
contain derivatives of any order. We give estimates of the residual which are needed to design practical error control algorithms
for differential algebraic equations. We show that adaptive meshes are always more efficient than non-adaptive meshes. Finally,
we construct sufficiently smooth interpolants of the discrete solution.
AMS subject classification (2000) 34A09, 65L80, 68Q25 相似文献
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Donal O'Regan 《Applicable analysis》2013,92(9):1944-1958
In this article, we present a definition of d-essential and d–L-essential maps in completely regular topological spaces and we establish a homotopy property for both d-essential and d–L-essential maps. Also using the notion of extendability, we present new continuation theorems. 相似文献
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I. F. Pinelis 《Mathematical Notes》1991,49(3):277-279
Translated from Matematicheskie Zametki, Vol. 49, No. 3, pp. 73–76, March, 1991. 相似文献