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Testing for ARCH in the presence of nonlinearity of unknown form in the conditional mean

机译:在条件均值未知形式的非线性存在下测试ARCH

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摘要

Tests of ARCH are a routine diagnostic in empirical econometric and financial analysis. However, it is well known that misspecification of the conditional mean may lead to spurious rejection of the null hypothesis of no ARCH. Nonlinearity is a prime example of this phenomenon. There is little work on the extent of the effect of neglected nonlinearity on the properties of ARCH tests. We investigate this using new ARCH testing procedures that are robust to the presence of neglected nonlinearity. MonteCarlo evidence shows that the problem is serious and that the new methods alleviate this problem to a very large extent. We apply the new tests to exchange rate data and find substantial evidence of spurious rejection of the null hypothesis of no ARCH.
机译:ARCH测试是经验计量经济和财务分析的常规诊断。但是,众所周知,条件均值的错误指定可能导致虚假拒绝否定ARCH的无效假设。非线性是这种现象的主要例证。关于被忽略的非线性对ARCH测试性质的影响程度的工作很少。我们使用新的ARCH测试程序来研究此问题,该程序对于存在被忽略的非线性是鲁棒的。蒙特卡洛的证据表明,这个问题很严重,新方法在很大程度上缓解了这个问题。我们将新的检验应用于汇率数据,并发现大量证据证明对ARCH无假设的虚假拒绝。

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