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部分线性单指标EV模型中参数的经验似然置信域
Empirical Likelihood Confidence Regions of the Parameters in a Partially Linear Single-index EV Model
【摘要】 考虑部分线性单指标EV模型,利用纠偏方法构造了模型中未知参数的经验对数似然比统计量.在适当条件下,证明了所提出的统计量依分布收敛于标准χ2分布,所得结果可以构造未知参数的置信域.通过模拟研究在置信域精度及其覆盖概率大小方面进行了说明.
【Abstract】 In this paper,a partially linear single-index EV model is investigated,and the empirical log-likelihood ratio statistic for the unknown parameters is suggested with the bias correction techniques.It is proved that the proposed statistic is asymptotically standardχ2 distribution under some suitable conditions,and hence it can be used to construct the confidence regions of the parameters.A simulation study is conducted to illustrate the proposed methodin terms of coverage probabilities and average areas of the confidence regions.
【关键词】 部分线性单指标EV模型;
经验似然;
χ2分布;
置信域;
【Key words】 Partially linear single-index EV model; Empirical likelihood; χ2distribution; Confidence region;
【Key words】 Partially linear single-index EV model; Empirical likelihood; χ2distribution; Confidence region;
【基金】 国家自然科学基金(11001118);河南省自然科学研究项目(2009B110013)
- 【文献出处】 应用数学 ,Mathematica Applicata , 编辑部邮箱 ,2011年03期
- 【分类号】O212.7
- 【被引频次】1
- 【下载频次】94