RANK BASED TESTS FOR TESTING THE CONSTANCY OF THE REGRESSION COEFFICIENTS AGAINST RANDOM WALK ALTERNATIVES

被引:0
作者
Rajarshi, Manohar B. [1 ]
Ramanathan, Thekke V. [1 ]
Ghadge, Chanchala A. [1 ]
机构
[1] Univ Pune, Dept Stat, Pune 411007, Maharashtra, India
关键词
bootstrap; random coefficient regression models; random walk alternative models; rank tests; weighted empirical and rank processes;
D O I
10.5277/ord1203-0403
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
A class of approximately locally most powerful type tests based on ranks of residuals is suggested for testing the hypothesis that the regression coefficient is constant in a standard regression model against the alternatives that a random walk process generates the successive regression coefficients. We derive the asymptotic null distribution of such a rank test. This distribution can be described as a generalization of the asymptotic distribution of the Cramer-von Mises test statistic. However, this distribution is quite complex and involves eigen values and eigen functions of a known positive definite kernel, as well as the unknown density function of the error term. It is then natural to apply bootstrap procedures. Extending a result due to Shorack in [25], we have shown that the weighted empirical process of residuals can be bootstrapped, which solves the problem of finding the null distribution of a rank test statistic. A simulation study is reported in order to judge performance of the suggested test statistic and the bootstrap procedure.
引用
收藏
页码:35 / 55
页数:21
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