Errors-in-variables regression for dependent data with estimated error covariance matrix: To prewhiten or not?

Jingkun Qiu, Hanyue Chen, Song Xi Chen

We consider statistical inference for errors-in-variables regression models with dependent observations under the high dimensionality of the error covariance matrix. It is tempting…