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Exact permutation tests for non-nested non-linear regression models

机译:非嵌套非线性回归模型的精确置换检验

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摘要

This paper proposes exact distribution-free permutation tests for the specification of a nonlinear regression model against one or more possibly non-nested alternatives. The new tests may be validly applied to a wide class of models, including modelswith endogenous regressors and lag structures These tests build on the well-known / test developed by Davidson and MacKinnon [1981. Several tests for model specification in the presence of alternative hypotheses. Econometrica 49, 781-793] and their exactness holds under broader assumptions than those underlying the conventional J test The J-type test statistics are used with a randomization or Monte Carlo resampling technique which yields an exact and computationally inexpensive inference procedure. A simulation experiment confirms the theoretical results and also shows the performance of the new procedure under violations of the maintained assumptions. The test procedure developed is illustrated by an application to inflation dynamics.
机译:本文针对一种或多种可能的非嵌套替代方案,为非线性回归模型的规范提出了精确的无分布置换检验。新的测试可以有效地应用于各种模型,包括具有内生回归和滞后结构的模型。这些测试建立在Davidson和MacKinnon [1981。在存在替代假设的情况下对模型规格进行的几种检验。 [Econometrica 49,781-793]和其准确性在比常规J检验所依据的假设更广泛的假设下进行。J型检验统计信息与随机化或蒙特卡洛重采样技术一起使用,可产生精确且计算上便宜的推理程序。仿真实验证实了理论结果,并且还表明了新程序在违背所维持假设的前提下的性能。通过对充气动力学的应用说明了开发的测试程序。

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