含积分时间序列的半参数光滑系数模型的一致非参数检验

A CONSISTENT NONPARAMETRIC TEST ON SEMIPARAMETRIC SMOOTH COEFFICIENT MODELS WITH INTEGRATED TIME SERIES

Econometric Theory · 2015
被引 19
人大 A-ABS 4

中文导读

针对含积分时间序列的半参数变系数模型,提出一个简单的非参数检验,用于检验常数系数假设,并推导了检验统计量的渐近分布,蒙特卡洛模拟验证了有限样本性能。

Abstract

In this paper, we propose a simple nonparametric test for testing the null hypothesis of constant coefficients against nonparametric smooth coefficients in a semiparametric varying coefficient model with integrated time series. We establish the asymptotic distributions of the proposed test statistic under both null and alternative hypotheses. Moreover, we derive a central limit theorem for a degenerate second order U-statistic, which contains a mixture of stationary and nonstationary variables and is weighted locally on a stationary variable. This result is of independent interest and useful in other applications. Monte Carlo simulations are conducted to examine the finite sample performance of the proposed test.

非参数检验半参数变系数模型积分时间序列U统计量