一类基于三角矩的圆形分布拟合优度检验

IF 0.7 4区 数学 Q4 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Sort-Statistics and Operations Research Transactions Pub Date : 2019-01-01 DOI:10.2436/20.8080.02.37
S. Jammalamadaka, S. Meintanis, M. Jiménez-Gamero
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引用次数: 4

摘要

我们提出了一类具有未知参数的圆形分布的任意参数族的拟合优度检验程序。这些测试利用了被测试家庭的特征函数的特定形式,并显示出一致性。我们推导了渐近零分布,并建议使用一致近似该分布的自举重采样技术实现新方法。作为说明,我们将这种方法专门用于测试给定的数据集是否来自von Mises分布,这是一种常用的模型,并且已经开发了相当多的理论。进行了广泛的蒙特卡罗研究,将新测试与该模型的其他现有综合测试进行比较。为了说明新方法,给出了一个涉及五个实际数据集的应用。
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A class of goodness-of-fit tests for circular distributions based on trigonometric moments
We propose a class of goodness–of–fit test procedures for arbitrary parametric families of circular distributions with unknown parameters. The tests make use of the specific form of the characteristic function of the family being tested, and are shown to be consistent. We derive the asymptotic null distribution and suggest that the new method be implemented using a bootstrap resampling technique that approximates this distribution consistently. As an illustration, we then specialize this method to testing whether a given data set is from the von Mises distribution, a model that is commonly used and for which considerable theory has been developed. An extensive Monte Carlo study is carried out to compare the new tests with other existing omnibus tests for this model. An application involving five real data sets is provided in order to illustrate the new procedure.
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来源期刊
Sort-Statistics and Operations Research Transactions
Sort-Statistics and Operations Research Transactions 管理科学-统计学与概率论
CiteScore
3.10
自引率
0.00%
发文量
0
审稿时长
>12 weeks
期刊介绍: SORT (Statistics and Operations Research Transactions) —formerly Qüestiió— is an international journal launched in 2003. It is published twice-yearly, in English, by the Statistical Institute of Catalonia (Idescat). The journal is co-edited by the Universitat Politècnica de Catalunya, Universitat de Barcelona, Universitat Autonòma de Barcelona, Universitat de Girona, Universitat Pompeu Fabra i Universitat de Lleida, with the co-operation of the Spanish Section of the International Biometric Society and the Catalan Statistical Society. SORT promotes the publication of original articles of a methodological or applied nature or motivated by an applied problem in statistics, operations research, official statistics or biometrics as well as book reviews. We encourage authors to include an example of a real data set in their manuscripts.
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