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Robustness of residual-based bootstrap to the composition of serially correlated errors
Abstract:In a simple autoregressive model with serially correlated errors, we evaluate size distortions resulting from the residual bootstrap when the Wold innovation is serially dependent and hence is expected to contaminate the inference. The small distortions caused by the presence of strong conditional heteroskedasticity or other nonlinearities can be partly removed further by using the wild bootstrap.
Keywords:residual bootstrap  wild bootstrap  serial correlation  rejection rate
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