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Permutation Methods for Chow Test Analysis an Alternative for Detecting Structural Break in Linear Models

机译:周测试分析的排列方法,用于检测线性模型中结构断裂的替代方法

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This study examined the performance of two proposed permutation methods for Chow test analysis and the Milek permutation method for testing structural break in linear models. The proposed permutation methods are: (1) permute object of dependent variable and (2) permute object of the predicted dependent variable. Simulation from gamma distribution and standard normal distribution were used to evaluate the performance of the methods. Also, secondary data were used to illustrate a real-life application of the methods. The findings of the study showed that method 1(permute object of dependent variable) and Method2 (permute object of the predicted dependent variable) performed better than the traditional Chow test analysis while the Chow test analysis was found to perform better than the Milek permutation for structural break. The methods were used to test whether the introduction of Nigeria Electricity Regulatory Commission (NERC) in the year 2005 has significant impact on economic growth in Nigeria. The result revealed that all the methods were able to detect presence of structural break at break point 2005. Also, the methods were used to test for structural break at January, 2015 for monthly reported cases of appendicitis in Nigeria. Result revealed that all the methods were able to detect presence of structural break at break point January, 2015.
机译:这项研究检查了两种建议的用于Chow检验分析的排列方法和用于测试线性模型中结构破坏的Milek排列方法的性能。提出的置换方法是:(1)因变量的置换对象和(2)预测因变量的置换对象。使用伽马分布和标准正态分布进行的仿真来评估方法的性能。同样,辅助数据用于说明该方法的实际应用。研究结果表明,方法1(因变量的置换对象)和方法2(预测因变量的置换对象)的性能优于传统的Chow检验分析,而Chow检验分析的性能优于传统的Chow检验分析。结构性破坏。这些方法用于测试2005年尼日利亚电力监管委员会(NERC)的引入是否对尼日利亚的经济增长产生重大影响。结果表明,所有方法均能够检测到在断裂点2005年出现结构性断裂的情况。此外,该方法还用于在2015年1月检测尼日利亚每月报告的阑尾炎病例的结构性断裂。结果表明,所有方法均能够在2015年1月的断点处检测到结构性断裂的存在。

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