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A bias-adjusted LM test of error cross-section independence

机译:误差横截面独立性的经偏置调整的LM检验

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摘要

This paper proposes a bias-adjusted version of Breusch and Pagan (1980) Lagrange multiplier (LM) test statistic of error cross-section independence, in the case of panel models with strictly exogenous regressors and normal errors. The exact mean and variance of the test indicator of the LM test statistic are provided for the purpose of the bias-adjustments. It is shown that the centring of the LM statistic is correct for fixed T and N. Importantly, the proposed bias-adjusted LM test is consistent even when the Pesaran's (2004) CD test is inconsistent. Also an alternative bias-adjusted LM test, which is consistent under local error cross-section dependence of any fixed order p, is proposed. The finite sample behaviour of the proposed tests is investigated and compared to that of the LM and CD tests. It is shown that the bias-adjusted LM tests successfully control the size, maintaining satisfactory power in panel with exogenous regressors and normal errors. However, it is also shown that the bias-adjusted LM test is not as robust as the CD test to non-normal errors and/or in the presence of weakly exogenous regressors.
机译:本文提出了带有误差横截面独立性的Breusch和Pagan(1980)Lagrange乘数(LM)检验统计量的偏差调整版本,在严格具有外生回归变量和正态误差的面板模型的情况下。出于偏差调整的目的,提供了LM测试统计数据的测试指标的确切均值和方差。结果表明,LM统计量的中心对于固定的T和N是正确的。重要的是,即使Pesaran(2004)CD检验不一致,所提出的经偏差调整的LM检验也是一致的。还提出了另一种经偏置调整的LM测试,该测试在任何固定阶数p的局部误差横截面依赖性下均保持一致。研究了拟议测试的有限样本行为,并将其与LM和CD测试的行为进行了比较。结果表明,经过偏置调整的LM测试可成功控制尺寸,并在面板上保持令人满意的功率,并具有外生的回归系数和正常误差。但是,还表明,对于非正态误差和/或在存在弱外生回归因子的情况下,经过偏差调整的LM检验不如CD检验那么健壮。

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